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:Obss Sahi COCO Evaluation
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Apache Kafka Docker Image Release
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Alibaba MNN Model Compression
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
Principles
- Principle:Spcl Graph of thoughts LLM Prompt Generation
- Principle:Datajuicer Data juicer Distributed Dependency Setup
- Principle:Langfuse Langfuse Trace and Observation Event Generation
- Principle:Tensorflow Serving Server Configuration And Startup
- Principle:PacktPublishing LLM Engineers Handbook Data Warehouse Query
- Principle:ArroyoSystems Arroyo Job Monitoring
- Principle:NVIDIA DALI Custom Operator Build System
- Principle:Ollama Ollama Sampling Strategy
- Principle:DataTalksClub Data engineering zoomcamp Dataset Unification
- Principle:Microsoft Semantic kernel Multi Agent Orchestration
Implementations
- Implementation:Haosulab ManiSkill HumanoidEnv
- Implementation:Huggingface Datasets Get Dataset Config Info
- Implementation:NVIDIA NeMo Aligner Build SFT Dataset
- Implementation:NVIDIA TransformerEngine JAX Checkpoint Policies
- Implementation:NVIDIA NeMo Aligner Image Text RMS
- Implementation:Microsoft Onnxruntime CPU PoolGrad
- Implementation:Google research Deduplicate text datasets Load Dataset TFDS
- Implementation:Openai Evals Lambada
- Implementation:ARISE Initiative Robosuite Load Composite Controller Config
- Implementation:Langgenius Dify Frontend Package
Heuristics
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
Environments
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Vllm project Vllm Benchmarks
- Environment:Cypress io Cypress Browser Requirements
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Datahub project Datahub Python Ingestion
- Environment:Ucbepic Docetl Python Runtime
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Huggingface Trl Python Core Dependencies