ai_all_resources/talks/PyExpo2023.md

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PyExpo 2023 Master Class on AI

By Navaneeth Malingan

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Artificial Intelligence

  • Computer Vision
    • Image Classification
    • Object Detection
    • Activity Recognition
    • Text2Image (Image Generation)
    • Image2Text (Image Captioning)
    • OCR (Optical Character Recognition)
  • Natural Language Processing
    • Voice2Text
    • Text2Voice
    • Language Translation
    • Text Sentiment Analysis
    • Text Auto Correct
    • Text Generation - Auto Complete
    • Sentence Similarity

Teachable Machine

Train a computer to recognize your own images, sounds, & poses. A fast, easy way to create machine learning models for your sites, apps, and more no expertise or coding required.

Sorting Marshmallows with AI: Using Coral + Teachable Machine

Edge Impulse

Edge Impulse is the leading development platform for machine learning on edge devices, free for developers and trusted by enterprises.

https://www.edgeimpulse.com/case-studies

Check out here👇for example projects

https://www.edgeimpulse.com/blog

Huggingface

Table Question Answering

TAPAS, the model learns an inner representation of the English language used in tables and associated texts, which can then be used to extract features useful for downstream tasks such as answering questions about a table, or determining whether a sentence is entailed or refuted by the contents of a table.

https://huggingface.co/tasks/table-question-answering

https://huggingface.co/Meena/table-question-answering-tapas

Movie Dataset Question & Answering 👇

Open In Colab

Voice2Text Notebook 👇

Open In Colab

Stable Diffusion for Image Generation

Stable Diffusion is a latent text-to-image diffusion model capable of generating photo-realistic images given any text input.

https://huggingface.co/CompVis/stable-diffusion-v1-4

Image Generation Notebook 👇

Open In Colab

Image Captioning

https://huggingface.co/nlpconnect/vit-gpt2-image-captioning

Roboflow

Python Webcam Inference Examples

https://github.com/roboflow/roboflow-api-snippets/tree/main/Python/webcam

Using Your Webcam with Roboflow Models