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:Vllm project Vllm Speculative Decoding
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
Principles
- Principle:Datahub project Datahub V2 Client Setup
- Principle:PacktPublishing LLM Engineers Handbook REST API Serving
- Principle:Huggingface Datasets CSV Export
- Principle:Huggingface Datatrove Parquet Data Writing
- Principle:Openai Evals Completion Function Resolution
- Principle:Google deepmind Mujoco Binary Model Loading
- Principle:Microsoft LoRA LoRA Checkpoint Evaluation
- Principle:Facebookresearch Audiocraft Encoder Decoder Architecture
- Principle:Mlfoundations Open flamingo Dual Dataset Training Loop
- Principle:Apache Spark Release Finalization
Implementations
- Implementation:Duckdb Duckdb Miniz Compression
- Implementation:NVIDIA NeMo Aligner Process Anthropic HH Chat Prompt
- Implementation:Langgenius Dify Theme Var Define
- Implementation:Datajuicer Data juicer Pip Install Ray Extras
- Implementation:Kubeflow Pipelines Regression Metrics Evaluation
- Implementation:Evidentlyai Evidently Legacy Trigger Words Feature
- Implementation:Rapidsai Cuml Kernel SHAP
- Implementation:Openai CLIP Clip Tokenize
- Implementation:Apache Flink Mapreduce HadoopInputFormatBase
- Implementation:Google deepmind Mujoco UI Main Header
Heuristics
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:VainF Torch Pruning Over Pruning Prevention
Environments
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Sgl project Sglang CUDA SM100
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Huggingface Open r1 vLLM Server
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Sgl project Sglang Grafana
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:HKUDS AI Trader MCP Services