mirror of
https://github.com/mendableai/firecrawl.git
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Updates
This commit is contained in:
Eric Ciarla
parent
cf98d69bbb
commit
22d375ad29
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@ -15,43 +15,35 @@ load_dotenv()
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app = FirecrawlApp(api_key=os.getenv("FIRECRAWL_API_KEY"))
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app = FirecrawlApp(api_key=os.getenv("FIRECRAWL_API_KEY"))
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client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
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client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
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def search_google(query, objective):
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def crawl_and_analyze_url(url, objective):
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"""Search Google using SerpAPI."""
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"""Crawl a website using Firecrawl and analyze the content."""
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print(f"Parameters: query={query}, objective={objective}")
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search = GoogleSearch({"q": query, "api_key": os.getenv("SERP_API_KEY")})
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results = search.get_dict().get("organic_results", [])
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return {"objective": objective, "results": results}
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def scrape_url(url, objective):
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"""Scrape a website using Firecrawl."""
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print(f"Parameters: url={url}, objective={objective}")
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print(f"Parameters: url={url}, objective={objective}")
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scrape_status = app.scrape_url(
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# Crawl the website
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crawl_status = app.crawl_url(
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url,
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url,
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params={'formats': ['markdown']}
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params={'limit': 10, 'scrapeOptions': {'formats': ['markdown']}},
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poll_interval=5
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)
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)
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return {"objective": objective, "results": scrape_status}
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crawl_status = crawl_status['data']
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# Process each 'markdown' element individually
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def crawl_url(url, objective):
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combined_results = []
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"""Crawl a website using Firecrawl."""
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for item in crawl_status:
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print(f"Parameters: url={url}, objective={objective}")
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if 'markdown' in item:
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# If using a crawled url set, pass the ID in the function call below
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content = item['markdown']
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# scrape_status = app.check_crawl_status("c99c9598-5a21-46d3-bced-3444a8b1942d")
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# Analyze the content
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# scrape_status['results'] = scrape_status['data']
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analysis = generate_completion(
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scrape_status = app.crawl_url(
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"website data extractor",
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url,
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f"Analyze the following website content and extract a JSON object based on the objective. Do not write the ```json and ``` to denote a JSON when returning a response",
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params={'limit': 10, 'scrapeOptions': {'formats': ['markdown']}}
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"Objective: " + objective + "\nContent: " + content
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)
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)
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return {"objective": objective, "results": scrape_status}
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# Parse the JSON result
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try:
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def analyze_website_content(content, objective):
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result = json.loads(analysis)
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"""Analyze the scraped website content using OpenAI."""
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combined_results.append(result)
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print(f"Parameters: content={content[:50]}..., objective={objective}")
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except json.JSONDecodeError:
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analysis = generate_completion(
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print(f"Could not parse JSON from analysis: {analysis}")
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"website data extractor",
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# Combine the results
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f"Analyze the following website content and extract a JSON object based on the objective. Do not write the ```json and ``` to denote a JSON when returning a response",
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return {"objective": objective, "results": combined_results}
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"Objective: " + objective + "\nContent: " + content
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)
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return {"objective": objective, "results": json.loads(analysis)}
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def generate_completion(role, task, content):
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def generate_completion(role, task, content):
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"""Generate a completion using OpenAI."""
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"""Generate a completion using OpenAI."""
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@ -65,64 +57,20 @@ def generate_completion(role, task, content):
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)
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)
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return response.choices[0].message.content
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return response.choices[0].message.content
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def read_websites_from_csv(file_path):
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def handoff_to_crawl_url():
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"""Read websites from a CSV file."""
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"""Hand off the url to the crawl url agent."""
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websites = []
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with open(file_path, mode='r') as file:
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csv_reader = csv.DictReader(file)
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for row in csv_reader:
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websites.append(row['website'])
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return websites
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def write_results_to_json(results, file_path):
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"""Write results to a JSON file."""
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with open(file_path, mode='w', encoding='utf-8') as file:
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json.dump(json.loads(results), file, ensure_ascii=False)
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def handoff_to_search_google():
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"""Hand off the search query to the search google agent."""
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return google_search_agent
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def handoff_to_map_url():
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"""Hand off the url to the map url agent."""
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return crawl_website_agent
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return crawl_website_agent
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def handoff_to_analyst():
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"""Hand off the website content to the analyst agent."""
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return analyst_agent
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def handoff_to_writer():
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"""Hand off the results to the writer agent."""
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return writer_agent
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user_interface_agent = Agent(
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user_interface_agent = Agent(
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name="User Interface Agent",
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name="User Interface Agent",
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instructions="You are a user interface agent that handles all interactions with the user. You need to always start with reading a CSV, then perform web data extraction objective that the user wants to achieve by searching the web, crawling the website URL, and extracting the content from a specific page. Be concise.",
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instructions="You are a user interface agent that handles all interactions with the user. You need to always start by asking for a URL to crawl and the web data extraction objective. Be concise.",
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functions=[read_websites_from_csv, handoff_to_search_google],
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functions=[handoff_to_crawl_url],
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)
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google_search_agent = Agent(
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name="Google Search Agent",
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instructions="You are a google search agent specialized in searching the web. Only search for the website not any specific page. When you are done, you must hand off to the crawl agent.",
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functions=[search_google, handoff_to_map_url],
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)
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)
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crawl_website_agent = Agent(
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crawl_website_agent = Agent(
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name="Crawl Website Agent",
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name="Crawl Website Agent",
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instructions="You are a crawl url agent specialized in crawling the web pages. When you are done, you must hand off the results to the analyst agent.",
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instructions="You are a crawl URL agent specialized in crawling web pages and analyzing their content. When you are done, you must print the results to the console.",
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functions=[crawl_url, handoff_to_analyst],
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functions=[crawl_and_analyze_url],
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)
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analyst_agent = Agent(
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name="Analyst Agent",
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instructions="You are an analyst agent that examines website content and returns a JSON object. When you are done, you must hand off the results to the writer agent.",
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functions=[analyze_website_content, handoff_to_writer],
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)
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writer_agent = Agent(
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name="Writer Agent",
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instructions="You are a writer agent that writes the final results to a JSON file.",
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functions=[write_results_to_json],
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)
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)
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if __name__ == "__main__":
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if __name__ == "__main__":
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@ -1,630 +0,0 @@
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[
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{
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"contacts": [
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{
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"name": "Canan Dagdeviren",
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"email": null,
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"title": null,
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"company": null
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},
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{
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"name": "Media Lab Communications",
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"email": "press@media.mit.edu",
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"title": null,
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"company": "MIT Media Lab"
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}
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]
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},
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{
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"people": [
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{
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"name": "Xan Foote",
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"title": "Group Contact",
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"email": "fluidadmin@media.mit.edu"
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}
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],
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"companies": [
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{
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"name": "MIT Media Lab",
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"title": "Fluid Interfaces"
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}
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]
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},
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{
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"emails": [],
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"people": [
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{
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"name": "Personal Robots",
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"title": "Group",
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"company": "MIT Media Lab"
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}
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],
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"companies": [
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{
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"name": "MIT Media Lab",
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"title": "Personal Robots group"
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}
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]
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},
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{
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"people": [
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{
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"name": "David Sweeney",
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"title": "Author"
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},
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{
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"name": "Rosalind W. Picard",
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"title": "Professor of Media Arts and Sciences; Grover M. Hermann Professor in Health Sciences and Technology"
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},
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{
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"name": "Pattie Maes",
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"title": "Professor of Media Technology; Germeshausen Professor"
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},
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{
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"name": "Hugh Herr",
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"title": "Professor of Media Arts and Sciences"
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},
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{
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"name": "Deblina Sarkar",
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"title": "Assistant Professor of Media Arts and Sciences; AT&T Career Development Professor"
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},
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{
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"name": "Canan Dagdeviren",
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"title": "Associate Professor of Media Arts and Sciences; LG Career Development Professor of Media Arts and Sciences"
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},
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{
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"name": "Dava Newman",
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"title": "Director; Apollo Professor of Astronautics"
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},
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{
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"name": "Cynthia Breazeal",
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"title": "Professor of Media Arts and Sciences; MIT Dean for Digital Learning"
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},
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{
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"name": "Susan Blumenthal, MD",
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"title": "Visiting Professor; Director's Circle Member"
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}
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],
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"emails": [],
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"companies": []
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},
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{
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"people": [
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{
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"name": "Dan Blondell",
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"title": "I2"
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}
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],
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"companies": [],
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"emails": []
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},
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{
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"people": [
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{
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"name": "Canan Dagdeviren",
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"title": "Copyright Holder"
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},
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{
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"name": "Jonathan Williams",
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"title": "Copyright Holder"
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},
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{
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"name": "Sara V. Fernandez",
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"title": "Courtesy of"
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},
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{
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"name": "Irmandy Wicaksono",
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"title": "Courtesy of"
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}
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],
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"companies": [
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{
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"name": "MIT Media Lab",
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"title": "Interdisciplinary Research Institution"
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}
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],
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"emails": []
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},
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{
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"people": [
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{
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"name": "David Sweeney",
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"title": null
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},
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{
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"name": "Sarah Beckmann",
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"title": null
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},
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{
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"name": "Behnaz Farahi",
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"title": "Assistant Professor, Transformative Design"
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},
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{
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"name": "Paul Liang",
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"title": "Assistant Professor, AI + Human Experience"
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},
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{
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"name": "Rosalind W. Picard",
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"title": null
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},
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{
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"name": "Guillermo Herrera-Arcos",
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"title": null
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},
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{
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"name": "Christine Higgins",
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"title": null
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},
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{
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"name": "Patrick Chwalek",
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"title": null
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},
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{
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"name": "Sarra Shubart",
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"title": null
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},
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{
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"name": "Amanda Diehl",
|
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"title": null
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},
|
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{
|
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"name": "Chia Evers",
|
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"title": null
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},
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{
|
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"name": "Matthew Groh",
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"title": null
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},
|
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{
|
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"name": "Cl\u00e9mence Taillandier",
|
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"title": null
|
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},
|
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{
|
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"name": "Cody Paige",
|
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"title": null
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},
|
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{
|
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"name": "Minoo Rathnasabapathy",
|
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"title": null
|
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},
|
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{
|
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"name": "Alex Berke",
|
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"title": null
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}
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],
|
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"emails": [
|
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"web-admin@media.mit.edu"
|
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],
|
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"companies": [
|
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{
|
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"name": "MIT Media Lab"
|
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},
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{
|
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"name": "Samsung"
|
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},
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{
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"name": "Castrol"
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}
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]
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},
|
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{
|
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"people": [
|
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{
|
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"name": "Tod Machover",
|
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"title": "Opera Composer"
|
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}
|
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],
|
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"companies": [
|
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{
|
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"name": "Future Worlds",
|
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"title": "Design and action for the future we want to live in"
|
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},
|
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{
|
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"name": "NOAA",
|
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"title": "The Challenge: To secure a sustainable future for all living things"
|
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},
|
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{
|
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"name": "MIT Media Lab",
|
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"title": "Research and development in interdisciplinary expertise"
|
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}
|
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]
|
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},
|
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{
|
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"emails": [
|
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"r-admin@media.mit.edu"
|
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],
|
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"people": [
|
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{
|
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"name": "Affective Computing group",
|
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"title": "MIT Media Lab"
|
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}
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],
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"companies": []
|
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},
|
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{
|
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"people": [
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{
|
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"name": "David Sweeney",
|
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"email": null,
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"title": "Author at Samsung Newsroom"
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},
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{
|
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"name": "Pattie Maes",
|
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"email": null,
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"title": "Professor of Media Technology; Germeshausen Professor"
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},
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{
|
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"name": "Rosalind W. Picard",
|
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"email": null,
|
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"title": "Professor of Media Arts and Sciences; Grover M. Hermann Professor in Health Sciences and Technology"
|
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}
|
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],
|
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"companies": [
|
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{
|
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"name": "Samsung",
|
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"email": null,
|
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"title": "Collaborator"
|
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},
|
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{
|
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"name": "MIT Media Lab",
|
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"email": null,
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"title": "Collaborator"
|
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}
|
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]
|
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},
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{
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"people": [
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{
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"name": "Canan Dagdeviren",
|
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"title": null
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|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Jonathan Williams",
|
|
||||||
"title": null
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Sara V. Fernandez",
|
|
||||||
"title": null
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Irmandy Wicaksono",
|
|
||||||
"title": null
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"companies": [
|
|
||||||
{
|
|
||||||
"name": "MIT Media Lab",
|
|
||||||
"title": null
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"emails": []
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"people": [],
|
|
||||||
"emails": [],
|
|
||||||
"companies": [],
|
|
||||||
"titles": []
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"emails": [],
|
|
||||||
"people": [
|
|
||||||
{
|
|
||||||
"name": "Andy Ryan",
|
|
||||||
"title": "Photographer",
|
|
||||||
"company": "MIT Media Lab"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"companies": [
|
|
||||||
{
|
|
||||||
"name": "MIT Media Lab",
|
|
||||||
"department": "Program in Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "MIT",
|
|
||||||
"department": "Center for Bits and Atoms"
|
|
||||||
}
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"people": [
|
|
||||||
{
|
|
||||||
"name": "Dan Allen",
|
|
||||||
"title": "Media Lab"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"companies": [
|
|
||||||
{
|
|
||||||
"name": "MIT Media Lab"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Castrol"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"emails": []
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"people": [
|
|
||||||
{
|
|
||||||
"name": "Pat Pataranutaporn",
|
|
||||||
"title": "Former Graduate Student"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Pattie Maes",
|
|
||||||
"title": "Professor of Media Technology; Germeshausen Professor"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Kavin Winson",
|
|
||||||
"title": "Researcher at KASIKORN Labs"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Peggy Yin",
|
|
||||||
"title": "Harvard University Undergraduate"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Auttasak Lapapirojn",
|
|
||||||
"title": "KASIKORN Labs"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Pichayoot Ouppaphan",
|
|
||||||
"title": "KASIKORN Labs"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Monchai Lertsutthiwong",
|
|
||||||
"title": "Head of AI Research at KASIKORN Business-Technology Group"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Hal Hershfield",
|
|
||||||
"title": "Professor of Marketing, Behavioral Decision Making, and Psychology at the University of California at Los Angeles"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Jeremy Bailenson",
|
|
||||||
"title": "Thomas More Storke Professor of Communication at Stanford University"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Thanawit Prasongpongchai",
|
|
||||||
"title": "Designer at KBTG and Visiting Scientist at the Media Lab"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"companies": [
|
|
||||||
{
|
|
||||||
"name": "MIT",
|
|
||||||
"role": "AI and simulation research"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "KASIKORN Labs",
|
|
||||||
"role": "Research and co-authorship"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "KASIKORN Business-Technology Group",
|
|
||||||
"role": "AI research support"
|
|
||||||
}
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"people": [
|
|
||||||
{
|
|
||||||
"name": "Andy Ryan",
|
|
||||||
"title": "Copyright"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"companies": [
|
|
||||||
{
|
|
||||||
"name": "MIT Media Lab",
|
|
||||||
"collaborator": "Castrol",
|
|
||||||
"project": "Space Research"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"emails": []
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"people": [
|
|
||||||
{
|
|
||||||
"name": "Fadel Adib",
|
|
||||||
"title": "Associate Professor of Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Edward Boyden",
|
|
||||||
"title": "Professor of Media Arts and Sciences; Y. Eva Tan Professor in Neurotechnology"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Cynthia Breazeal",
|
|
||||||
"title": "Professor of Media Arts and Sciences; MIT Dean for Digital Learning"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Canan Dagdeviren",
|
|
||||||
"title": "Associate Professor of Media Arts and Sciences; LG Career Development Professor of Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Kevin Esvelt",
|
|
||||||
"title": "Associate Professor of Media Arts and Sciences; NEC Career Development Professor of Computer and Communications"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Behnaz Farahi",
|
|
||||||
"title": "Assistant Professor of Media Arts and Sciences; Asahi Broadcast Corp Career Development Assistant Professor"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Hugh Herr",
|
|
||||||
"title": "Professor of Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Hiroshi Ishii",
|
|
||||||
"title": "Jerome B. Wiesner Professor of Media Arts and Sciences; Associate Director, MIT Media Lab"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Joseph M. Jacobson",
|
|
||||||
"title": "Associate Professor of Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Kent Larson",
|
|
||||||
"title": "Professor of the Practice"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Paul Pu Liang",
|
|
||||||
"title": "Assistant Professor of Media Arts and Sciences; Assistant Professor of Electrical Engineering and Computer Science"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Zach Lieberman",
|
|
||||||
"title": "Adjunct Associate Professor of Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Andrew Lippman",
|
|
||||||
"title": "Senior Research Scientist"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Tod Machover",
|
|
||||||
"title": "Muriel R. Cooper Professor of Music and Media; Academic Head, Program in Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Pattie Maes",
|
|
||||||
"title": "Professor of Media Technology; Germeshausen Professor"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Dava Newman",
|
|
||||||
"title": "Director; Apollo Professor of Astronautics"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Joseph A. Paradiso",
|
|
||||||
"title": "Alexander W Dreyfoos (1954) Professor; Associate Academic Head, Program in Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Alex 'Sandy' Pentland",
|
|
||||||
"title": "Professor Post Tenure of Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Rosalind W. Picard",
|
|
||||||
"title": "Professor of Media Arts and Sciences; Grover M. Hermann Professor in Health Sciences and Technology"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Ramesh Raskar",
|
|
||||||
"title": "Associate Professor of Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Mitchel Resnick",
|
|
||||||
"title": "LEGO Papert Professor of Learning Research"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Deb Roy",
|
|
||||||
"title": "Professor of Media Arts and Sciences"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Deblina Sarkar",
|
|
||||||
"title": "Assistant Professor of Media Arts and Sciences; AT&T Career Development Professor"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Danielle Wood",
|
|
||||||
"title": "Associate Professor of Media Arts and Sciences; Associate Professor (Joint) of Aeronautics and Astronautics"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"emails": [],
|
|
||||||
"companies": []
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"people": [
|
|
||||||
{
|
|
||||||
"name": "Canan Dagdeviren",
|
|
||||||
"title": "Individual",
|
|
||||||
"email": null
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Jonathan Williams",
|
|
||||||
"title": "Individual",
|
|
||||||
"email": null
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"companies": [],
|
|
||||||
"emails": []
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"people": [
|
|
||||||
{
|
|
||||||
"name": "Dava Newman",
|
|
||||||
"title": "Media Lab Director"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Xin Liu",
|
|
||||||
"title": "Media Lab Alum"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"companies": [
|
|
||||||
{
|
|
||||||
"name": "MIT Media Lab"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Boston Museum of Science"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"emails": []
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"people": [
|
|
||||||
{
|
|
||||||
"name": "Behnaz Farahi",
|
|
||||||
"title": "Assistant Professor, Transformative Design",
|
|
||||||
"affiliation": "MIT Media Lab's Program in Media Arts and Sciences (MAS)"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Paul Liang",
|
|
||||||
"title": "Assistant Professor, AI + Human Experience",
|
|
||||||
"affiliation": "MIT Media Lab's Program in Media Arts and Sciences (MAS) and MIT Schwarzman College of Computing"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Barmak Heshmat",
|
|
||||||
"title": "Co-founder",
|
|
||||||
"company": "Brelyon"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Mohammad Tariqul Islam",
|
|
||||||
"title": "MIT-Novo Nordisk Artificial Intelligence Postdoctoral Fellow"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Hao-Tung Yang",
|
|
||||||
"title": "Recipient of the T.S. Lin Fellowship Award"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Deblina Sarkar",
|
|
||||||
"title": "Recipient of NSF CAREER Award and ChadTough New Investigator Award"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Danielle Wood",
|
|
||||||
"title": "2024 Just Tech Fellow"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Baju Joy",
|
|
||||||
"title": "Whitaker Health Sciences Fellowship Award Recipient"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Max Addae",
|
|
||||||
"title": "2024 Guthman Musical Instrument Competition Winner"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Tod Machover",
|
|
||||||
"title": "Head of Opera of the Future",
|
|
||||||
"affiliation": "MIT"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Sharif Islam",
|
|
||||||
"title": "ESIP Community Fellow and Future Earth Coasts Fellow",
|
|
||||||
"affiliation": "Postdoctoral associate in the Space Enabled research group"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"companies": [
|
|
||||||
{
|
|
||||||
"name": "Samsung",
|
|
||||||
"collaboration": "MIT Media Lab"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Brelyon",
|
|
||||||
"co_founder": "Barmak Heshmat"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Castrol",
|
|
||||||
"collaboration": "AstroAnt Payload Program"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "Augmental",
|
|
||||||
"product": "Mouth-based touchpad"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"email_addresses": []
|
|
||||||
}
|
|
||||||
]
|
|
||||||
|
|
@ -1,2 +0,0 @@
|
||||||
website
|
|
||||||
https://www.media.mit.edu/
|
|
||||||
|
Loading…
Reference in New Issue
Block a user