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:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Groq Groq python Text To Speech
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Open compass VLMEvalKit API Model Evaluation
Principles
- Principle:Online ml River Conformal Prediction
- Principle:NVIDIA NeMo Aligner Rejection Sampling Training
- Principle:Openai Whisper Dynamic Time Warping
- Principle:CrewAIInc CrewAI Agent Configuration
- Principle:Cypress io Cypress CI Binary Installation
- Principle:Interpretml Interpret Linear Model Explanation
- Principle:OpenGVLab InternVL Gradient Compression
- Principle:ClickHouse ClickHouse SIMD Memory Comparison
- Principle:BerriAI Litellm API Dispatch
- Principle:PacktPublishing LLM Engineers Handbook User Resolution
Implementations
- Implementation:Neuml Txtai Similarity Pipeline
- Implementation:Huggingface Trl Get Dataset DataCollatorForPreference DPO
- Implementation:Apache Druid ShowJson
- Implementation:Wandb Weave Run Setup In Codex
- Implementation:Norrrrrrr lyn WAInjectBench SentenceTransformer Encode
- Implementation:CARLA simulator Carla TrafficManagerClient
- Implementation:Apache Druid Lookup Completions
- Implementation:TobikoData Sqlmesh Graph Help
- Implementation:ArroyoSystems Arroyo Worker Server
- Implementation:Kubeflow Pipelines Chicago Taxi Dataset Pipeline
Heuristics
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
Environments
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Kserve Kserve Knative Serving
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node