Main Page
27,667
Total Pages
1,118
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Explodinggradients Ragas Agent Evaluation
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Openai Openai agents python Human In The Loop Approval
Principles
- Principle:Openai Evals Chain of Thought Prompting
- Principle:Apache Airflow DAG Deployment
- Principle:Huggingface Datasets ImageFolder Dataset Building
- Principle:Haifengl Smile Model Serialization
- Principle:Apache Beam Pipeline Graph Construction
- Principle:EvolvingLMMs Lab Lmms eval Response Caching
- Principle:Promptfoo Promptfoo Vulnerability Grading
- Principle:Bitsandbytes foundation Bitsandbytes Lazy 4bit Quantization
- Principle:Isaac sim IsaacGymEnvs 3D Rotation Mathematics
- Principle:Trailofbits Fickling Hook Deactivation
Implementations
- Implementation:Openai Openai python Container Create Response
- Implementation:BerriAI Litellm Budget Manager
- Implementation:OpenRLHF OpenRLHF DeepspeedStrategy create optimizer
- Implementation:Online ml River Tree Splitter Random
- Implementation:Mlc ai Mlc llm Disagg Prepare Recv
- Implementation:Shiyu coder Kronos Kronos From Pretrained
- Implementation:Arize ai Phoenix Register Function
- Implementation:Datahub project Datahub HasTags Mixin
- Implementation:BerriAI Litellm Get Supported Openai Params
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicJob
Heuristics
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
Environments
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Spotify Luigi Apache Spark
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Apache Hudi Java Maven Build Environment