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

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|title=PRIMO.ai
 
|title=PRIMO.ai
 
|titlemode=append
 
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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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}}
 
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[http://www.youtube.com/results?search_query=Bot+Framework+Language+Understanding+Intelligent+Cognitive+Services YouTube search...]
 
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[http://www.google.com/search?q=Bot+Framework+deep+machine+learning+ML ...Google search]
 
  
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* [[How do I leverage AI?]]
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<!-- Google tag (gtag.js) -->
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** [[Watch me Build a Marketing Startup]] | Siraj Raval
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<script async src="https://www.googletagmanager.com/gtag/js?id=G-4GCWLBVJ7T"></script>
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** [[Watch me Build a Finance Startup]] | Siraj Raval
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<script>
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** [[Watch me Build a Retail Startup]] | Siraj Raval
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  window.dataLayer = window.dataLayer || [];
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** [[Watch me Build a Trading Bot]] | Siraj Raval
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  function gtag(){dataLayer.push(arguments);}
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  gtag('js', new Date());
  
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  gtag('config', 'G-4GCWLBVJ7T');
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</script>
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}}
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[https://www.youtube.com/results?search_query=ai+Warehousing+Warehouse+Logistics+Retail YouTube]
 +
[https://www.quora.com/search?q=ai%20Warehousing%20Warehouse%20Logistics%20Retail ... Quora]
 +
[https://www.google.com/search?q=ai+Warehousing+Warehouse+Logistics+Retail ... Google search]
 +
[https://news.google.com/search?q=ai+Warehousing+Warehouse+Logistics+Retail ... Google News]
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[https://www.bing.com/news/search?q=ai+Warehousing+Warehouse+Logistics+Retail&qft=interval%3d%228%22 ... Bing News]
  
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== Dr Source ==
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* [[Supply Chain]] ... [[Supply Chain#Logistics|Logistics]] ... [[Supply Chain#Warehousing|Warehousing]] ... [[Supply Chain#Retail|Retail]]
−
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!  [http://github.com/llSourcell/How-to-Build-a-Biomedical-Startup How to Build a Biomedical Startup | Siraj Raval]
+
* [[How do I leverage Artificial Intelligence (AI)?]]
 +
** [[Watch me Build a Marketing Startup]] | [[Creatives#Siraj Raval|Siraj Raval]]
 +
** [[Watch me Build a Healthcare Startup]] | [[Creatives#Siraj Raval|Siraj Raval]]
 +
** [[Watch me Build a Finance Startup]] | [[Creatives#Siraj Raval|Siraj Raval]]
 +
** [[Watch me Build a Cybersecurity Startup]] | [[Creatives#Siraj Raval|Siraj Raval]]
  
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* [http://github.com/llSourcell/How-to-Build-a-Biomedical-Startup/blob/master/Watch_Me_Build_a_Biomedical_Startup.ipynb Project Jupyter Notebook | Siraj Raval]
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== SmartSneaks ==
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* [[Natural Language Processing (NLP)]]
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I've built a demo app called SmartSneaks that lets a user convert a song or image into a generated shoe design! This is an example of how AI can be used to transform retail by giving users a more personalized experience. The tools I used to build this are the Flutter framework for mobile development and the Flask framework for web development. There are 3 learning objectives in this video including how to build a deep learning API for your mobile app, how to generate images with a generative adversarial network, and how to calculate image similarity with OpenCV. [http://github.com/llSourcell/Build-a-Retail-Startup Build a Retail Startup |] [[Creatives#Siraj Raval|Siraj Raval]] - GitHub
−
* [http://github.com/re-search/DocProduct DocProduct]
 
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* 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)]]
 
−
* [[TensorFlow]]
 
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** [[TensorFlow Lite]]
 
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** [[Transfer Learning]]
 
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* [[Keras]]
 
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** [[Transfer Learning With Keras]]
 
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* [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]
 
−
** [https://flutter.dev/docs/development/packages-and-plugins/developing-packages Making a Flutter plugin]
 
−
* [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 storage service
 
  
−
<youtube>J9kbZ5I8gdM</youtube>
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[http://github.com/llSourcell/Build-a-Retail-Startup/blob/master/Retail_Startup.ipynb Jupyter Notebook for project]
  
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== Macy ==
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http://ae01.alicdn.com/kf/HTB1vbLok93PL1JjSZFxq6ABBVXaA/new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg http://ae01.alicdn.com/kf/HTB19hNwcvJNTKJjSspoq6A6mpXa9/new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg http://ae01.alicdn.com/kf/HTB19Jobda_ST1JjSZFqq6AQxFXaB/new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg http://ae01.alicdn.com/kf/HTB1fJlAcvNNTKJjSspcq6z4KVXa3/new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg http://ae01.alicdn.com/kf/HTB1ThIada_ST1JjSZFqq6AQxFXaQ/new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg
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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]
 
  
−
* [http://github.com/llSourcell/How_to_Build_a_healthcare_startup/blob/master/Watch_Me_Build_a_Healthcare_Startup.ipynb Project Jupyter Notebook | 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/ 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://flutter.dev/docs/development/ui/widgets Flutter Widget catalog]
 +
** [https://flutter.dev/docs/development/packages-and-plugins/developing-packages Making a Flutter plugin]
 
* [http://dart.dev/ Dart] is a client-optimized language for fast apps on any platform
 
* [http://dart.dev/ Dart] is a client-optimized language for fast apps on any platform
 
** [http://pub.dev/ Dart Packages caTalog]
 
** [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://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
 
* [http://firebase.google.com/ Firebase] | Google's service & mobile development platform
−
* Paymenta
+
* Payments
 
** [http://stripe.com/ Stripe] online payments
 
** [http://stripe.com/ Stripe] online payments
 
** [http://razorpay.com/ RazorPay] accept, process and disburse digital payments for businesses in India
 
** [http://razorpay.com/ RazorPay] accept, process and disburse digital payments for businesses in India
−
* [[TensorFlow]]
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** [http://github.com/paypal/PayPal-Python-SDK Paypal] the PayPal REST SDK provides Python APIs to create, process and manage payment.
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** [[TensorFlow Lite]]
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* Spotify
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** [[Transfer Learning]]
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** [http://spotipy.readthedocs.io/en/latest/ Spotipy!] a lightweight Python library for the Spotify Web API. With Spotipy you get full access to all of the music data provided by the Spotify platform.
−
** [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 
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** [http://pypi.org/project/spotify/ Spotify.py] a primarily, asyncronous library (everything down to the HTTP client is asyncio friendly).
−
* [http://medium.com/@nhoral/using-transfer-learning-to-detect-yoga-poses-74a8daee3ddb Using Transfer-Learning to Detect Yoga Poses | Nhoral - Medium]
+
* [[TensorFlow]] 2.0 (with [[Keras]])
−
* [http://github.com/smellslikeml/YogAI YogAI] is a responsive virtual yoga instructor using pose estimation to guide and correct a yogi
+
* [[Python#OpenCV| OpenCV]] Open Computer Vision - work with images and/or videos and wish to add a variety of classical and state-of-the-art vision algorithms to their toolbox.
−
* [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>
 
−
 
 
−
== 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" | Siraj Raval - GitHub]
 
−
 
 
−
* [http://github.com/llSourcell/AI_Startup_Prototype/blob/master/BuildanAIStartup.ipynb Project Jupyter Notebook | Siraj Raval]
 
−
** [http://github.com/llSourcell/AI_Startup_Prototype/blob/master/Transfer_Learning.ipynb Transfer Learning Jupyter Notebook | Siraj Raval]
 
−
* [http://brandmark.io/ BrandMark] create a unique, professional logo using NLP and generative network
 
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* [http://mailchimp.com/features/landing-pages/ MailChimp landing page creator]
 
−
* [http://theleanstartup.com/ The Lean Startup | Eric Ries]
 
 
* [[Python#Flask |Flask]] microframework for Python
 
* [[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.
 
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* [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
+
Check out [http://becominghuman.ai/creating-restful-api-to-tensorflow-models-c5c57b692c10 this post] on how to create your own [[Generative Adversarial Network (GAN)]] API with [[TensorFlow]] and [[Python#Flask |Flask]]. Deploy it to [http://www.heroku.com/ Heroku] and call it from [http://flutter.dev/ Flutter].
  
−
http://www.startus-insights.com/innovators-guide/biotech-innovation-map-reveals-emerging-technologies-startups/
+
<youtube>fF6f0nzlfUA</youtube>
 +
<youtube>yz6dNf7X7SA</youtube>

Latest revision as of 09:57, 27 July 2023

YouTube ... Quora ... Google search ... Google News ... Bing News

SmartSneaks

I've built a demo app called SmartSneaks that lets a user convert a song or image into a generated shoe design! This is an example of how AI can be used to transform retail by giving users a more personalized experience. The tools I used to build this are the Flutter framework for mobile development and the Flask framework for web development. There are 3 learning objectives in this video including how to build a deep learning API for your mobile app, how to generate images with a generative adversarial network, and how to calculate image similarity with OpenCV. Build a Retail Startup | Siraj Raval - GitHub

Jupyter Notebook for project

new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg new-2018-men-white-color-canvas-shoes-flat-casual-shoes-fashion-sneakers-tenis-shoes-plus-size.jpg_50x50.jpg

  • Flutter is Google’s portable UI toolkit for building natively-compiled applications for mobile, web, and desktop from a single codebase.
  • Dart is a client-optimized language for fast apps on any platform
  • Firebase | Google's service & mobile development platform
  • Payments
    • Stripe online payments
    • RazorPay accept, process and disburse digital payments for businesses in India
    • Paypal the PayPal REST SDK provides Python APIs to create, process and manage payment.
  • Spotify
    • Spotipy! a lightweight Python library for the Spotify Web API. With Spotipy you get full access to all of the music data provided by the Spotify platform.
    • Spotify.py a primarily, asyncronous library (everything down to the HTTP client is asyncio friendly).
  • TensorFlow 2.0 (with Keras)
  • OpenCV Open Computer Vision - work with images and/or videos and wish to add a variety of classical and state-of-the-art vision algorithms to their toolbox.
  • Flask microframework for Python

Check out this post on how to create your own Generative Adversarial Network (GAN) API with TensorFlow and Flask. Deploy it to Heroku and call it from Flutter.

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