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:LMCache LMCache Disaggregated Prefill
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:FlowiseAI Flowise Evaluation Pipeline
Principles
- Principle:ARISE Initiative Robomimic Dataset Download
- Principle:LaurentMazare Tch rs Linear Layer
- Principle:Teamcapybara Capybara Element Interaction
- Principle:Fede1024 Rust rdkafka Latency Benchmarking
- Principle:Openai Openai node File Processing Verification
- Principle:Treeverse LakeFS API Authorization Specification
- Principle:Sdv dev SDV Synthesizer Persistence
- Principle:EvolvingLMMs Lab Lmms eval Regression Testing Principle
- Principle:BerriAI Litellm Cache Management
- Principle:DistrictDataLabs Yellowbrick Discrimination Threshold Analysis
Implementations
- Implementation:Run llama Llama index TokenCounter
- Implementation:Haosulab ManiSkill BaseDigitalTwinEnv
- Implementation:Lucidrains X transformers AutoregressiveWrapper Forward
- Implementation:Apache Druid ShowJson
- Implementation:ClickHouse ClickHouse Nfpm Common Static Package
- Implementation:Pyro ppl Pyro Trace ELBO Loss
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Save For RLHF
- Implementation:Microsoft Onnxruntime InferenceSession Run For Validation
- Implementation:Mlc ai Mlc llm MoE Misc
- Implementation:NVIDIA TransformerEngine Fused RoPE C API
Heuristics
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
Environments
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Vllm project Vllm CUDA
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Sail sg LongSpec Training Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime