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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:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Onnx Onnx External Data Handling
- Workflow:Ucbepic Docetl Playground Interactive Development
Principles
- Principle:Mit han lab Llm awq Per Channel Scaling Search
- Principle:Openai Evals Completion Function Resolution
- Principle:Mlflow Mlflow ML Framework Compatibility Management
- Principle:Mistralai Client python Chat Completion
- Principle:Ucbepic Docetl Deterministic Code Operations
- Principle:TA Lib Ta lib python Installation Verification
- Principle:Cleanlab Cleanlab Coteaching Algorithm
- Principle:Online ml River Online Nearest Neighbors
- Principle:DataTalksClub Data engineering zoomcamp Chunked Data Ingestion
- Principle:CrewAIInc CrewAI Semantic Retrieval
Implementations
- Implementation:Kubeflow Pipelines Dsl Component Decorator
- Implementation:Googleapis Python genai Common Utilities
- Implementation:CARLA simulator Carla RPC Server
- Implementation:Lance format Lance LanceDataFrame
- Implementation:CARLA simulator Carla TrafficManager Configuration
- Implementation:Tensorflow Serving Tfrt Classifier Test
- Implementation:Duckdb Duckdb Mbedtls Hash
- Implementation:Pyro ppl Pyro SVI Step
- Implementation:Kserve Kserve MLServer Runtime
- Implementation:Neuml Txtai API Create
Heuristics
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
Environments
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime