curiousily/Reproducible-ML-with-DVC curiousily/Reproducible-ML-with-DVC

  • Stars
    star
    17
  • Rank 1,257,181 (Top 25 %)
  • Language
    Python
  • License
    MIT License
  • Created over 4 years ago
  • Updated almost 2 years ago
Twitter logo Share LinkedIn logo Share Facebook logo Share
curiousily/Reproducible-ML-with-DVC
github

curiousily

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

Tutorial on experiment tracking and reproducibility for Machine Learning projects with DVC

More Repositories

1

Getting-Things-Done-with-Pytorch

Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BER
Jupyter Notebook
2,305
star
2

Get-Things-Done-with-Prompt-Engineering-and-LangChain

LangChain & Prompt Engineering tutorials on Large Language Models (LLMs) such as ChatGPT with custom data. Jupyter notebooks on loading and indexing data, creating prompt templates, CSV agents, and using retrieval QA chains to query the custom data. Projects for using a private LLM (Llama 2) for chat with PDF files, tweets sentiment analysis.
Jupyter Notebook
1,047
star
3

Deep-Learning-For-Hackers

Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)
Jupyter Notebook
1,009
star
4

Credit-Card-Fraud-Detection-using-Autoencoders-in-Keras

iPython notebook and pre-trained model that shows how to build deep Autoencoder in Keras for Anomaly Detection in credit card transactions data
Jupyter Notebook
505
star
5

Deploy-BERT-for-Sentiment-Analysis-with-FastAPI

Deploy BERT for Sentiment Analysis as REST API using FastAPI, Transformers by Hugging Face and PyTorch
Python
194
star
6

TensorFlow-on-Android-for-Human-Activity-Recognition-with-LSTMs

iPython notebook and Android app that shows how to build LSTM model in TensorFlow and deploy it on Android
Jupyter Notebook
193
star
7

Machine-Learning-from-Scratch

Succinct Machine Learning algorithm implementations from scratch in Python, solving real-world problems (Notebooks and Book). Examples of Logistic Regression, Linear Regression, Decision Trees, K-means clustering, Sentiment Analysis, Recommender Systems, Neural Networks and Reinforcement Learning.
Jupyter Notebook
158
star
8

AI-Bootcamp

Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, LLMs, RAGs, LangChain, Fine-tuning Llama 3 & AI Agents (CrewAI)
Jupyter Notebook
105
star
9

CryptoGPT-Crypto-Twitter-Sentiment-Analysis-with-ChatGPT-and-LangChain

Streamlit application that leverages ChatGPT and LangChain to analyze tweet sentiment from selected Twitter authors.
Python
38
star
10

Deploy-Keras-Deep-Learning-Model-with-Flask

Build Deep Neural Network model in Keras and deploy a REST API to production with Flask on Google App Engine
Jupyter Notebook
34
star
11

Hackers-Guide-to-Deep-Learning

Tutorials on how to engineer Machine Learning projects using Deep Neural Networks with PyTorch and Python
Jupyter Notebook
29
star
12

percipio

Easy Data science (Machine learning) in JavaScript & Node (Multi-armed bandits, Naive Bayes)
JavaScript
19
star
13

MasteryListGPT-Chat-with-your-ToDo-List-with-LangChain-and-ChatGPT

Streamlit app for scheduling habits and interacting with your schedule using ChatGPT and LangChain
Python
17
star
14

todo-list-icon-classification-with-tensorflow-js

Use ReactJS and TensorFlow to suggest icons based on text in a ToDo list app
JavaScript
16
star
15

How-to-Predict-Bitcoin-Prices-using-LSTMs-in-Keras

Jupyter Notebook
13
star
16

tweetcrafter

Write tweets with AI Agents (CrewAI) and LLMs (Llama 3, GPT-4o)
Jupyter Notebook
11
star
17

Logistic-Regression-with-TensorFlow-js

Predict diabetes disease using a Logistic Regression with TensorFlow.js
JavaScript
9
star
18

ragbase

Completely local RAG (with open LLM) and UI to chat with your PDF documents. Uses LangChain, Streamlit, Ollama (Llama 3.1), Qdrant and advanced methods like reranking and semantic chunking.
Python
9
star
19

ML-in-the-Browser-for-Hackers-with-TensorFlow-js

Machine Learning examples for beginners showing how to use TensorFlow.js in the browser
JavaScript
8
star
20

Customer-Churn-Detection-with-TensorFlow-js

Customer churn prediction using Neural Networks with TensorFlow.js
JavaScript
8
star
21

mcmc-football-prediction

Predict football season outcomes using MCMC simulations
Python
5
star
22

Linear-Regression-with-TensorFlow-js

Build a Linear Regression model using TensorFlow.js and use to predict house prices
JavaScript
5
star
23

Simple-Neural-Network-with-TensorFlow-js

Build a simple Neural Network model in TensorFlow.js to make a laptop buying decision. Learn why Neural Networks need activation functions and how should you initialize their weights.
JavaScript
5
star
24

Be-a-Beast

The No BS guide to get strong, lose fat and build muscle
4
star
25

dissertation

Jupyter Notebook
4
star
26

simple-quiz

True/false quiz for Android/iOS written in Cocos2d-x
C++
2
star
27

curiousily

2
star
28

trackme

Track profile/personal activities of others. University related project
Haskell
1
star
29

glow-flow

Puzzle game (similar to Flow) for iOS/Android written in Cocos2d-x
C++
1
star
30

white-tile

Fun puzzle/arcade game for iOS/Android written in Cocos2d-x
C++
1
star
31

dotfiles

Shell
1
star
32

curvy

University related project
Java
1
star
33

learn-stats

Stats learning playground
R
1
star
34

alien-vs-predator-tensorflow-js-classification

Build a simple Convolutional Neural Network with TensorFlow.js and use it to classify images of Aliens and Predators
JavaScript
1
star
35

storable

Store Manager. Example using WPF, Entity Framework 4.2 and other stuff. University related project
C#
1
star
36

burglar-alarm-system-with-tensorflow-js-and-react

Use TensorFlow’s Object Detection model (COCO-SSD) to detect intruders from images and webcam feeds
JavaScript
1
star