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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:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Wandb Weave LLM Integration Tracing
- Workflow:Openai Openai python Chat Completion
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
Principles
- Principle:Recommenders team Recommenders Negative Sampling For Implicit Feedback
- Principle:SeldonIO Seldon core Model Resource Definition
- Principle:Google deepmind Mujoco Analytical Derivatives
- Principle:Rapidsai Cuml Forest Inference
- Principle:HKUDS AI Trader Frontend Cache Management
- Principle:Langchain ai Langgraph Edge Configuration
- Principle:TA Lib Ta lib python Stream Event Integration
- Principle:AUTOMATIC1111 Stable diffusion webui Memory Management
- Principle:BerriAI Litellm Error Handling
- Principle:Protectai Llm guard Regex Pattern Matching
Implementations
- Implementation:Infiniflow Ragflow Embedding Function
- Implementation:Online ml River Stats Mean
- Implementation:Princeton nlp Tree of thought llm Get Task Factory
- Implementation:NVIDIA NeMo Curator ModelStage
- Implementation:Ollama Ollama Llama Common Header
- Implementation:CARLA simulator Carla RPC Texture
- Implementation:FlowiseAI Flowise LoginActivity
- Implementation:Mlfoundations Open flamingo Evaluate captioning
- Implementation:Arize ai Phoenix Evals Public API
- Implementation:Ollama Ollama Anthropic Handler
Heuristics
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
Environments
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Openai Whisper FFmpeg
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Explodinggradients Ragas Optional Metrics Environment