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 with the Leeroopedia MCP setup guide. Let it search docs, build plans, verify code, and diagnose failures on your behalf.
Go end-to-end. Leeroopedia gives your agent the knowledge. Kapso gives it the ability to act on it: research, experiment, and deploy.
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:Turboderp org Exllamav2 Interactive Chat
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
Principles
- Principle:Farama Foundation Gymnasium Asynchronous Vector Execution
- Principle:Arize ai Phoenix OTel Dependency Setup
- Principle:ChenghaoMou Text dedup SimHash Fingerprinting
- Principle:Google deepmind Mujoco Model Loading
- Principle:Huggingface Trl GRPO Model Saving
- Principle:Pyro ppl Pyro Bayesian Module Integration
- Principle:Marker Inc Korea AutoRAG Strategy Selection
- Principle:Ggml org Llama cpp Embedding Normalization
- Principle:Roboflow Rf detr ONNX Export Dependencies
- Principle:Nautechsystems Nautilus trader Historical Data Wrangling
Implementations
- Implementation:Microsoft LoRA Legacy Run Language Modeling
- Implementation:Microsoft Playwright FrameDispatcher
- Implementation:Infiniflow Ragflow UseMcpRequest Hooks
- Implementation:Evidentlyai Evidently Legacy JSON Match Feature
- Implementation:Ollama Ollama Imagegen Manifest Weights
- Implementation:Openai Evals FewShotSolver
- Implementation:NVIDIA TransformerEngine CUDA Graph
- Implementation:Langgenius Dify FetchWorkflowDraft
- Implementation:Langfuse Langfuse ScheduleObservationEvals
- Implementation:Truera Trulens Session Get Leaderboard
Heuristics
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
Environments
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Sgl project Sglang CPU
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Duckdb Duckdb Code Formatting Tools