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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:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Apache Druid SQL Query Execution
Principles
- Principle:Mit han lab Llm awq Pseudo Quantization
- Principle:Mbzuai oryx Awesome LLM Post training Seed Paper Search
- Principle:PacktPublishing LLM Engineers Handbook Chunking And Embedding
- Principle:Fede1024 Rust rdkafka Concurrent Worker Scaling
- Principle:PacktPublishing LLM Engineers Handbook Post Training Inference Validation
- Principle:Microsoft Autogen Swarm Execution
- Principle:Apache Beam Job Preparation
- Principle:Tensorflow Serving Manager Construction
- Principle:Ollama Ollama Sampling Strategy
- Principle:Farama Foundation Gymnasium Classic Control Environments
Implementations
- Implementation:Lance format Lance JNI Namespace
- Implementation:Google deepmind Mujoco WASM Package Lock
- Implementation:Togethercomputer Together python Evaluation CLI
- Implementation:Openai Evals LangChainMathChainCompletionFn
- Implementation:Evidentlyai Evidently LLM Judge Descriptors
- Implementation:Open compass VLMEvalKit SFE
- Implementation:LaurentMazare Tch rs Custom Optimizer Example
- Implementation:InternLM Lmdeploy Impl Simt
- Implementation:Scikit learn Scikit learn OptimizeUtils
- Implementation:CrewAIInc CrewAI Firecrawl Scrape Tool
Heuristics
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Avhz RustQuant Discretization Scheme Selection
Environments
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Vllm project Vllm ROCm
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Predibase Lorax Model Source Credentials
- Environment:Mlflow Mlflow MLflow Server Environment