Watch me Build a Retail Startup

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• How do I leverage AI?
  • Watch me Build a Marketing Startup | Siraj Raval
  • Watch me Build a Healthcare Startup | Siraj Raval
  • Watch me Build a Finance Startup | Siraj Raval
  • Watch me Build a Retail Startup | Siraj Raval
  • Watch me Build a Trading Bot | Siraj Raval

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

• Flutter is Google’s portable UI toolkit for building natively-compiled applications for mobile, web, and desktop from a single codebase.
  • Flutter Widget catalog
  • Making a Flutter plugin
• Dart is a client-optimized language for fast apps on any platform
  • Dart Packages caTalog
  • flutter text to speech search results ...flutter_tts 0.2.6 page
• 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).

• Project Jupyter Notebook | Siraj Raval
• Natural Language Processing (NLP)
• 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. )
  • 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
  • TensorFlow Lite
  • Transfer Learning
• Keras
  • Transfer Learning With Keras

• • PoseNet is a vision model that can be used to estimate the pose of a person in an image or video
• Using Transfer-Learning to Detect Yoga Poses | Nhoral - Medium
• YogAI is a responsive virtual yoga instructor using pose estimation to guide and correct a yogi
• tf-pose-estimation 'Openpose', human pose estimation algorithm, have been implemented using Tensorflow
• tf.image.non_max_suppression (NMS) algorithm
• Bipartite Graph | WolframMathWorld
• Line integral | Wikipedia
• MobileNetV2: Inverted Residuals and Linear Bottlenecks | M. Sandler, A. Howard, M. Zhu, A. Zhmoginov, and L. Chen
• Android Studio for building apps on Android devices
• Visual Studio Code

• Project Jupyter Notebook | Siraj Raval
  • Transfer Learning Jupyter Notebook | Siraj Raval
• BrandMark create a unique, professional logo using NLP and generative network
• MailChimp landing page creator
• The Lean Startup | Eric Ries
• Flask microframework for Python
• Stripe for subscription billing
  • Flask-DebugToolBar for adding a performance toolbar in development
• TensorFlow
• Keras
  • Transfer Learning With Keras
• ImageNet: VGGNet, ResNet, Inception, and Xception with Keras
  • ImageNet | Wikipedia
• itsdangerous for generating random tokens for the confirmation emails.
• structlog for logging.
• gunicorn for acting as a reverse-proxy for Nginx.
• Semantic UI for the global style. Very similar to Bootstrap
• Leaflet JS for the map, added for the sake of the example.