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dsai-2024

Github: https://github.com/dsai-2024/

email:[email protected]

Friday Presentations: 1PM CST

Zoom.us Meeting ID

xxx

Password: xxx

This repo was created to consolidate all the materials for the MVPS Data Science Summer Camp.

Contents:

Subscribe to this repos notifications to be up-to-date as materials will change during the camp week.

This is the "Daily Repo" and will include new materials from teachers and students.

If you find an interesting, short compeling video that complements or introduces these materials, then let me know.

In the meantime, this list includes materials we have just covered.

Short Videos for Data Science Concepts (Short videos to introduce discussion topics)

We integrated OpenAI's Whisper with Spot - 2 minutes

We integrated ChatGPT with our robots - 2 minutes

The Confusion Matrix in Machine Learning - 9 minutes

Active Learning. The Secret of Training Models Without Labels - 7 minutes

Introduction To Autoencoders In Machine Learning - 13 minutes

How Realistic Are Today’s Robots? - 17 minutes

Robot Deception: How Tech Companies Are Fooling Us - 11 minutes

Prompting and Speed Learning

How to learn to code FAST using ChatGPT (it's a game changer seriously) - 22 minutes

Google’s NEW Prompting Guide is Incredible - 10 minutes

Other Instructional Resources We Liked

3Blue1Brown :

StatQuest with Josh Starmer :

LLM

1hr Talk Intro to Large Language Models

Building a RAG application from scratch using Python, LangChain, and the OpenAI API

Train Llama-3 8B on Any Dataset on Free Google Colab

FREE & PRIVATE ChatGPT: Run LLMs locally on your laptop with Ollama!

Tensorflow / Pytorch

TensorFlow in 100 Seconds

PyTorch vs TensorFlow in 2024 - Make the Right Choice

Related Projects

KothaEd : Flower Classification Project in Python Deep Learning Neural Network Model Project in Python

Karpathy :

  • MiniGpt - A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training - karpathy/minGPT

  • Let's build GPT: from scratch, in code, spelled out - We build a Generatively Pretrained Transformer (GPT), following the paper "Attention is All You Need" and OpenAI's GPT-2 / GPT-3.

While every effort was made to include current materials please refer to the following for prior versions:

Robotics and Neural Networks

Elon Musk says losers use LiDAR

Why Tesla removed Radar and Ultrasonic sensors?

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