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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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|---|---|---|
| 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 Transformers Model Quantization
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Fastai Fastbook Neural Network From Scratch
Principles
- Principle:Fede1024 Rust rdkafka Custom Async Runtime Integration
- Principle:Webdriverio Webdriverio AI Self Healing
- Principle:Gretelai Gretel synthetics Column Clustering
- Principle:Google deepmind Mujoco Sleep Wake Optimization
- Principle:Langchain ai Langchain Tool Execution
- Principle:Langchain ai Langgraph Project Configuration
- Principle:Tensorflow Serving gRPC Service Stubs
- Principle:NVIDIA DALI Image Decoding
- Principle:Apache Airflow Provider Package Scaffolding
- Principle:Apache Druid Schema Discovery
Implementations
- Implementation:ARISE Initiative Robomimic ObsUtils initialize obs utils with config
- Implementation:BerriAI Litellm Enterprise User Endpoints
- Implementation:Ollama Ollama MLXRunner Ops
- Implementation:ClickHouse ClickHouse Nfpm Common Static Package
- Implementation:Norrrrrrr lyn WAInjectBench TPR FPR Calculation
- Implementation:CrewAIInc CrewAI MCP Server Adapter
- Implementation:Openai Openai python Batch Failed Webhook
- Implementation:Microsoft Onnxruntime WindowsAI NuGet Pipeline
- Implementation:Treeverse LakeFS Java SDK Model Diff
- Implementation:Elevenlabs Elevenlabs python PrivacyConfig
Heuristics
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
Environments
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Huggingface Diffusers Training Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Sgl project Sglang CPU
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Openai Evals Optional Provider APIs