Difference between revisions of "Watch me Build a Healthcare Startup"

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|keywords=artificial, intelligence, machine, learning, models, algorithms, data, singularity, moonshot, Tensorflow, Google, Nvidia, Microsoft, Azure, Amazon, AWS  
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|keywords=ChatGPT, artificial, intelligence, machine, learning, GPT-4, GPT-5, NLP, NLG, NLC, NLU, models, data, singularity, moonshot, Sentience, AGI, Emergence, Moonshot, Explainable, TensorFlow, Google, Nvidia, Microsoft, Azure, Amazon, AWS, Hugging Face, OpenAI, Tensorflow, OpenAI, Google, Nvidia, Microsoft, Azure, Amazon, AWS, Meta, LLM, metaverse, assistants, agents, digital twin, IoT, Transhumanism, Immersive Reality, Generative AI, Conversational AI, Perplexity, Bing, You, Bard, Ernie, prompt Engineering LangChain, Video/Image, Vision, End-to-End Speech, Synthesize Speech, Speech Recognition, Stanford, MIT |description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools
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|description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools  
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[http://www.youtube.com/results?search_query=Bot+Framework+Language+Understanding+Intelligent+Cognitive+Services YouTube search...]
 
[http://www.youtube.com/results?search_query=Bot+Framework+Language+Understanding+Intelligent+Cognitive+Services YouTube search...]
 
[http://www.google.com/search?q=Bot+Framework+deep+machine+learning+ML ...Google search]
 
[http://www.google.com/search?q=Bot+Framework+deep+machine+learning+ML ...Google search]
  
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* [[How do I leverage AI?]]
+
* [[How do I leverage Artificial Intelligence (AI)?]]
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** [[Watch me Build a Marketing Startup]] | Siraj Raval  
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** [[Watch me Build a Marketing Startup]] | [[Creatives#Siraj Raval|Siraj Raval]]
−
** [[Watch me Build a Finance Startup]] | Siraj Raval  
+
** [[Watch me Build a Finance Startup]] | [[Creatives#Siraj Raval|Siraj Raval]]
−
* [[Assistants]]
+
** [[Watch me Build a Retail Startup]] | [[Creatives#Siraj Raval|Siraj Raval]]  
−
* [[Bot Framework]]
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** [[Watch me Build a Cybersecurity Startup]] | [[Creatives#Siraj Raval|Siraj Raval]]
−
* [[Natural Language Processing (NLP)]] - [http://primo.ai/index.php?title=Natural_Language_Processing_(NLP)#Sentiment_Analysis Sentiment_Analysis]
+
 
−
* [[Bidirectional Encoder Representations from Transformers (BERT)]]
+
 
−
* [http://firebase.google.com/ Firebase] | Google's service & mobile development platform
+
== Dr Source ==
−
* [http://www.anychart.com/ AnyChart]
+
I've built an open source app called Dr Source, your personal medical question answering service! It uses a model called BioBERT trained on over 700K Q&As from PubMed, HealthTap, and other health related websites. I used Flutter to build an app around it and present it to you as a more thought out idea. I was excited by what I saw possible with BioBERT's output in Python notebooks, and thought a cleaner interface could absolutely make it a viable business. There are millions of people in this world without access to healthcare, and while this app isn't perfect, an automated diagnosis is better than no diagnosis. I urge you to use this code and [[Video|video]] as a starting point in your journey to generate value for the world, and build wealth while doing so. Enjoy!  [http://github.com/llSourcell/How-to-Build-a-Biomedical-Startup How to Build a Biomedical Startup |] [[Creatives#Siraj Raval|Siraj Raval]]
−
* [[DialogFlow]] | Google
+
* [http://github.com/llSourcell/How-to-Build-a-Biomedical-Startup/blob/master/Watch_Me_Build_a_Biomedical_Startup.ipynb Project Jupyter Notebook |] [[Creatives#Siraj Raval|Siraj Raval]]
 +
* [[Large Language Model (LLM)]] ... [[Natural Language Processing (NLP)]] ...[[Natural Language Generation (NLG)|Generation]] ... [[Natural Language Classification (NLC)|Classification]] ... [[Natural Language Processing (NLP)#Natural Language Understanding (NLU)|Understanding]] ... [[Language Translation|Translation]] ... [[Natural Language Tools & Services|Tools & Services]]
 +
* [http://github.com/re-search/DocProduct DocProduct]
 +
* AI Model(BioBERT , input question into retrained bioBERT to convert into an [[embedding]]. Input the [[embedding]] into a fully connected neural network, output an [[embedding]] for similarity lookup. Most similar Q&A's used by GPT-2 to generate an answer. )
 +
** [http://github.com/dmis-lab/biobert BioBERT | DMIS-Lab - GitHub] a language representation model for biomedical domain, especially designed for biomedical text mining tasks such as biomedical named entity recognition, relation extraction, question answering, etc.
 +
*** [[Bidirectional Encoder Representations from Transformers (BERT)]]
 +
*** [[Embedding]] ... [[Fine-tuning]] ... [[Retrieval-Augmented Generation (RAG)|RAG]] ... [[Agents#AI-Powered Search|Search]] ... [[Clustering]] ... [[Recommendation]] ... [[Anomaly Detection]] ... [[Classification]] ... [[Dimensional Reduction]].  [[...find outliers]]
 
* [[TensorFlow]]
 
* [[TensorFlow]]
−
* [http://alpaca.markets/ Alpaca] API lets you build and trade with real-time market data for free
+
** [[TensorFlow Lite]]
−
* [http://plaid.com/ Plaid] for users to connect their bank accounts to an app
+
** [[Transfer Learning]]
−
* [[Word2Vec]]  
+
* [[Keras]]
−
* [http://stripe.com/ Stripe] online payments
+
** [[Transfer Learning With Keras]]
−
* [http://github.com/azmenak/react-stripe-checkout React Stripe Checkout] for using Stripe Checkout as a React component]
+
* [http://flutter.dev/ Flutter] is Google’s portable UI toolkit for building natively-compiled applications for mobile, web, and desktop from a single codebase.
−
* [http://www.npmjs.com/package/react-csv-reader React CSV Reader] React component that handles csv file input and its parsing
+
** [http://flutter.dev/docs/development/ui/widgets Flutter Widget catalog]
−
* [http://nodejs.org/en/ Node.js] - JavaScript runtime built on Chrome's V8 JavaScript engine
+
** [https://flutter.dev/docs/development/packages-and-plugins/developing-packages Making a Flutter plugin]
−
* [http://reactjs.org/ React] =  JavaScript library for building user interfaces
+
* [http://dart.dev/ Dart] is a client-optimized language for fast apps on any platform
−
* [http://www.postgresql.org/ PostgreSQL] Open Source Relational Database
+
** [http://pub.dev/ Dart Packages caTalog]
−
* [http://knexjs.org/ Knex.js] SQL query builder
+
** [http://pub.dev/packages?q=flutter+text+to+speech flutter text to speech search results] ...[http://pub.dev/packages/flutter_tts flutter_tts 0.2.6 page]
−
* [http://graphql.org/ GraphQL] a query language for your API, and a server-side runtime for executing queries
+
* [http://firebase.google.com/ Firebase] | Google's storage service
−
* [http://facebook.github.io/relay/ Relay] a JavaScript framework for building data-driven React applications
 
−
* [http://firebase.google.com/ Firebase] | Google's service
 
−
* [[TensorFlow.js]]
 
−
* [http://d3js.org/ D3.js] bring data to life using HTML, SVG, and CSS
 
−
* [http://analytics.google.com/analytics/web/#/ Google Analytics]
 
−
* [http://clearbit.com/ Clearbit] marketing data engine
 
−
* [http://facebook.github.io/watchman/ Watchman] a file watching service
 
  
−
I'm going to show you the entire process I used to conceive, design, and build the prototype for a healthcare startup business! This app is called "Macy", your personal Yoga Instructor. It uses a machine learning model called PoseNet to detect human poses and overlay a skeleton stick figure on top. I retrained posenet on labeled Yoga poses images so it could detect when a person correctly performs a certain pose, then i used speech generation to have the Flutter app guide your actions from pose to pose, just as a real Yoga instructor would do. The goal is to help a user reduce stress, anxiety, and depression through a series of guide meditative poses. I've integrated a subscription service and some interesting design schemes, but the app isn't finished! There is still more to do. The point is to give you the starting template to start your own profitable business. Enjoy!  [http://github.com/llSourcell/How_to_Build_a_healthcare_startup How to Build a Healthcare Startup | Siraj Raval - GitHub]
+
<youtube>J9kbZ5I8gdM</youtube>
  
 +
== Macy ==
 +
I'm going to show you the entire process I used to conceive, design, and build the prototype for a healthcare startup business! This app is called "Macy", your personal Yoga Instructor. It uses a machine learning model called PoseNet to detect human poses and overlay a skeleton stick figure on top. I retrained posenet on labeled Yoga poses images so it could detect when a person correctly performs a certain pose, then i used speech generation to have the Flutter app guide your actions from pose to pose, just as a real Yoga instructor would do. The goal is to help a user reduce stress, anxiety, and depression through a series of guide meditative poses. I've integrated a subscription service and some interesting design schemes, but the app isn't finished! There is still more to do. The point is to give you the starting template to start your own profitable business. Enjoy!  [http://github.com/llSourcell/How_to_Build_a_healthcare_startup How to Build a Healthcare Startup |] [[Creatives#Siraj Raval|Siraj Raval]] - GitHub
 +
 +
* [http://github.com/llSourcell/How_to_Build_a_healthcare_startup/blob/master/Watch_Me_Build_a_Healthcare_Startup.ipynb Project Jupyter Notebook |] [[Creatives#Siraj Raval|Siraj Raval]]
 +
* [http://flutter.dev/ Flutter] is Google’s portable UI toolkit for building natively-compiled applications for mobile, web, and desktop from a single codebase.
 +
** [http://flutter.dev/docs/development/ui/widgets Flutter Widget catalog]
 +
* [http://dart.dev/ Dart] is a client-optimized language for fast apps on any platform
 +
** [http://pub.dev/ Dart Packages caTalog]
 +
** [http://pub.dev/packages?q=flutter+text+to+speech flutter text to speech search results] ...[http://pub.dev/packages/flutter_tts flutter_tts 0.2.6 page]
 +
* [http://firebase.google.com/ Firebase] | Google's service & mobile [[development]] platform
 +
* Paymenta
 +
** [http://stripe.com/ Stripe] online payments
 +
** [http://razorpay.com/ RazorPay] accept, process and disburse digital payments for businesses in India
 +
* [[TensorFlow]]
 +
** [[TensorFlow Lite]]
 +
** [[Transfer Learning]]
 +
** [http://www.tensorflow.org/lite/models/pose_estimation/overview PoseNet] is a vision model that can be used to estimate the pose of a person in an image or [[Video|video]] 
 +
* [http://medium.com/@nhoral/using-transfer-learning-to-detect-yoga-poses-74a8daee3ddb Using Transfer-Learning to Detect Yoga Poses | Nhoral - Medium]
 +
* [http://github.com/smellslikeml/YogAI YogAI] is a responsive virtual yoga instructor using pose estimation to guide and correct a yogi
 +
* [http://github.com/ildoonet/tf-pose-estimation tf-pose-estimation] 'Openpose', human pose estimation algorithm, have been implemented using Tensorflow
 +
* [http://www.tensorflow.org/api_docs/python/tf/image/non_max_suppression tf.image.non_max_suppression (NMS) algorithm]
 +
* [http://mathworld.wolfram.com/BipartiteGraph.html Bipartite Graph | WolframMathWorld]
 +
* [http://en.wikipedia.org/wiki/Line_integral Line integral | Wikipedia]
 +
* [http://arxiv.org/abs/1801.04381 MobileNetV2: Inverted Residuals and Linear Bottlenecks | M. Sandler, A. Howard, M. Zhu, A. Zhmoginov, and L. Chen]
 +
* [http://developer.android.com/studio Android Studio] for building apps on Android devices
 +
* [http://code.visualstudio.com/ Visual Studio Code]
  
 
<youtube>b8xlCNzkX5w</youtube>
 
<youtube>b8xlCNzkX5w</youtube>
 +
 +
== SmartMedScan ==
 +
I'm going to build a medical imaging classification app called SmartMedScan! The potential customers for this app are medical professionals that need to scale and improve the accuracy of their diagnoses using AI. From ideation, to logo design, to integrating features like payments and AI into a single app, I'll show you my 10 step process. I hope that by seeing my thought process and getting familiar with the sequence of steps I'll demonstrate, you too will be as inspired as I am to use this technology to do something great for the world.  Enjoy!  [http://github.com/llSourcell/AI_Startup_Prototype "AI Startup Prototype" |] [[Creatives#Siraj Raval|Siraj Raval]] - GitHub
 +
 +
* [http://github.com/llSourcell/AI_Startup_Prototype/blob/master/BuildanAIStartup.ipynb Project Jupyter Notebook |] [[Creatives#Siraj Raval|Siraj Raval]]
 +
** [http://github.com/llSourcell/AI_Startup_Prototype/blob/master/Transfer_Learning.ipynb Transfer Learning Jupyter Notebook |] [[Creatives#Siraj Raval|Siraj Raval]]
 +
* [http://brandmark.io/ BrandMark] create a unique, professional logo using NLP and [[Generative AI|generative]] network
 +
* [http://mailchimp.com/features/landing-pages/ MailChimp landing page creator]
 +
* [http://theleanstartup.com/ The Lean Startup | Eric Ries]
 +
* [[Python#Flask |Flask]] microframework for Python
 +
* [http://stripe.com/ Stripe] for subscription billing
 +
** [http://gunicorn.org/ Flask-DebugToolBar] for adding a performance toolbar in development
 +
* [[TensorFlow]]
 +
* [[Keras]]
 +
** [[Transfer Learning With Keras]]
 +
* [http://www.pyimagesearch.com/2017/03/20/imagenet-vggnet-resnet-inception-xception-keras/ ImageNet: VGGNet, ResNet, Inception, and Xception with Keras]
 +
** [http://en.wikipedia.org/wiki/ImageNet ImageNet | Wikipedia]
 +
* [http://pythonhosted.org/itsdangerous/ itsdangerous] for generating random tokens for the confirmation emails.
 +
* [http://structlog.readthedocs.io/en/stable/ structlog] for logging.
 +
* [http://gunicorn.org/ gunicorn] for acting as a reverse-proxy for Nginx.
 +
* [http://semantic-ui.com/ Semantic UI] for the global style. Very similar to [http://getbootstrap.com/ Bootstrap]
 +
* [http://leafletjs.com/ Leaflet JS] for the map, added for the sake of the example.
 +
 +
<youtube>NzmoPqte4V4</youtube>
 +
 +
 +
http://3vmbig1fuckj48k8rq1n7zug-wpengine.netdna-ssl.com/wp-content/uploads/2018/09/BioTech-Innovation-Map-StartUs-Insights-900-506-min.png
 +
 +
http://www.startus-insights.com/innovators-guide/biotech-innovation-map-reveals-emerging-technologies-startups/

Latest revision as of 10:43, 13 September 2023

YouTube search... ...Google search


Dr Source

I've built an open source app called Dr Source, your personal medical question answering service! It uses a model called BioBERT trained on over 700K Q&As from PubMed, HealthTap, and other health related websites. I used Flutter to build an app around it and present it to you as a more thought out idea. I was excited by what I saw possible with BioBERT's output in Python notebooks, and thought a cleaner interface could absolutely make it a viable business. There are millions of people in this world without access to healthcare, and while this app isn't perfect, an automated diagnosis is better than no diagnosis. I urge you to use this code and video as a starting point in your journey to generate value for the world, and build wealth while doing so. Enjoy! How to Build a Biomedical Startup | Siraj Raval

Macy

I'm going to show you the entire process I used to conceive, design, and build the prototype for a healthcare startup business! This app is called "Macy", your personal Yoga Instructor. It uses a machine learning model called PoseNet to detect human poses and overlay a skeleton stick figure on top. I retrained posenet on labeled Yoga poses images so it could detect when a person correctly performs a certain pose, then i used speech generation to have the Flutter app guide your actions from pose to pose, just as a real Yoga instructor would do. The goal is to help a user reduce stress, anxiety, and depression through a series of guide meditative poses. I've integrated a subscription service and some interesting design schemes, but the app isn't finished! There is still more to do. The point is to give you the starting template to start your own profitable business. Enjoy! How to Build a Healthcare Startup | Siraj Raval - GitHub

SmartMedScan

I'm going to build a medical imaging classification app called SmartMedScan! The potential customers for this app are medical professionals that need to scale and improve the accuracy of their diagnoses using AI. From ideation, to logo design, to integrating features like payments and AI into a single app, I'll show you my 10 step process. I hope that by seeing my thought process and getting familiar with the sequence of steps I'll demonstrate, you too will be as inspired as I am to use this technology to do something great for the world. Enjoy! "AI Startup Prototype" | Siraj Raval - GitHub


BioTech-Innovation-Map-StartUs-Insights-900-506-min.png

http://www.startus-insights.com/innovators-guide/biotech-innovation-map-reveals-emerging-technologies-startups/

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