hands-on-rl. Free course that takes you from zero to Reinforcement Learning PRO π¦Έπ»βπ¦Έπ½
1.6khands-on-train-and-deploy-ml. Train and Deploy an ML REST API to predict crypto prices, in 10 steps
887kubernetes-for-ml-engineers. Just enough Kubernetes for you to fly
580image-classification-with-local-vlms. Learn to build and deploy local Visual Language Models for Edge AI
376real-time-data-pipelines-in-python. Real-time Feature Pipelines in Python β‘
286bytewax-hopsworks-example. Compute and store real-time features for crypto trading using Bytwax (stream processing) and Hopsworks (Feature Store)
146build-and-deploy-real-time-feature-pipeline. Develop and deploy a real-time feature pipeline in Python, using Bytewax π and Hopsworks Feature Store.
136chess-game. Learn to fine-tune a Small Language Model and embed it into an iOS application
130real-time-ohlc-with-bytewax. Fetch, transform and plot real-time OHLC data from Coinbase using Bytewax, Bokeh and Streamlit
129end-2-end-real-time-ml. Let's build a real time fraud detection system using TurboML
90taxi-data-api-python. Build and deploy a REST API for taxi trip data π
78incremental-ml-training-and-serving. Incremental ML learning in the real-world
73ml-rest-api-caching. How to serve ML predictions 100x faster
59virtual-assistant-llm. Python
56plot-generator-agent. Join 15k builders to the Real-World ML Newsletter β¬οΈβ¬οΈβ¬οΈ
47real-time-technical-indicators. Learn to build a modular real-time feature pipeline, so you avoid Offline-Online Feature Skew, and your deployed ML models work as expected.
47adversarial-machine-learning. Hands-on tutorial on adversarial examples π. With Streamlit app β€οΈ.
32testing-llms-in-the-real-world. Test LLMs automatically with Giskard and CI/CD
31local-coding-assistant. Coding assistant you can use for free on your machine
28trading-bot-gpt. Build a trading bot with OpenAI GPT-3.5, real-time data and prompt experimentation
24fast_eda. Fast data exploration using Sweetviz
22crypto-sentiment-with-llms. π‘ Extract crypto market signal from news using Python and LLMs π‘
21why-rust. Wanna learn Rust with me? πππ
20text-embedding-evaluation. Join 15k builders to the Real-World ML Newsletter β¬οΈβ¬οΈβ¬οΈ
19nba-prediction. A project to deploy an online app that predicts the win probability for each NBA game every day. Demonstrates end-to-end Machine Learning deployment.
17serverless-ml-course. Serverless ML Course for building AI-enabled Prediction Services from models and features
15Paulescu.
13recipe-for-solving-real-world-problems-with-llms. Learn to build real world AI products
13real-world-data-apis. A collection of APIs built and used by the Real World ML Community
11rust-aws-lambda. Build and deploy a serverless API with Rust and AWS Lambda π¦π
9deploying-machine-learning-models. Example Repo for the Udemy Course "Deployment of Machine Learning Models"
8beach-challenge-problem. Research project evaluating different LLM approaches for solving complex mathematical reasoning tasks
6awesome-real-world-ml. A collection of real world ML engineering projects
6backfill-feature-store-with-prefect. Backfill historical OHLC feature in a Feature Store (Hopsworks) using an orchestration tool (Prefect).
6awesome-rust-ml. ML projects built in Rust π¦
5how-to-scale-ml-inference. Python
5how-to-generate-training-data-faster-and-better. Python
5taxi-data-api. Rust
4kubernetes-course. Code examples from https://www.udemy.com/course/kubernetes-microservices/
4cd4ml-workshop. Repository with sample code and instructions for "Continuous Intelligence" and "Continuous Delivery for Machine Learning: CD4ML" workshops
3youtube-text-miner. Build your own textual datasets from Youtube.
2real-time-ml-system-cohort-1-lesson-1. Python
2taxi-data-api-python-fork. Python
2quix-streams. Quix Streams - A library for data streaming and Python Stream Processing
2singapore_public_housing_api. Jupyter Notebook
2let-s-rust-together. Build a REST API with Rust
2let-s-rust. Rust
1deceiving_deepmind_perceiver. Source code to generate adversarial examples to deceive DeepmMind's perceiver model.
1zenml-example. Python
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