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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Microsoft Playwright API testing
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Huggingface Datatrove Minhash Deduplication
Principles
- Principle:Huggingface Open r1 Environment Setup
- Principle:PacktPublishing LLM Engineers Handbook HuggingFace Dataset Publishing
- Principle:Langgenius Dify Input Variable Definition
- Principle:Groq Groq python Embedding Input Preparation
- Principle:Mbzuai oryx Awesome LLM Post training Category Taxonomy Definition
- Principle:AUTOMATIC1111 Stable diffusion webui Attention Optimization
- Principle:Deepseek ai Janus VQ VAE Decoding
- Principle:Huggingface Transformers Adapter Injection
- Principle:Pytorch Serve Text Classification
- Principle:Scikit learn Scikit learn Support Vector Machines
Implementations
- Implementation:Ollama Ollama Imagegen MLX Compile
- Implementation:DataTalksClub Data engineering zoomcamp Toml Credentials Loader
- Implementation:Sail sg LongSpec MathScale Answer Utils
- Implementation:Spotify Luigi SGEJobTask
- Implementation:ARISE Initiative Robosuite ToolHang Environment
- Implementation:Elevenlabs Elevenlabs python SpeechToTextClient Convert
- Implementation:Speechbrain Speechbrain Train IWSLT22 W2V mBART
- Implementation:OpenRLHF OpenRLHF Broadcast to vllm
- Implementation:Lakeraai Pint benchmark Benchmark Results Interpretation
- Implementation:Apache Airflow StandaloneCommand Entrypoint
Heuristics
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
Environments
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Vllm project Vllm Intel XPU
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Ucbepic Docetl Python Runtime
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Sgl project Sglang Multimodal
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Sail sg LongSpec Inference Environment