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:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
Principles
- Principle:DataExpert io Data engineer handbook JDBC Sink Table Definition
- Principle:Pyro ppl Pyro Tensor Variable Elimination
- Principle:Microsoft BIPIA Response Generation
- Principle:Huggingface Datasets Feature Type Definition
- Principle:Predibase Lorax HTTP Client Connection
- Principle:NVIDIA NeMo Curator KMeans Clustering for Embeddings
- Principle:Guardrails ai Guardrails Validator Installation
- Principle:Duckdb Duckdb FSST String Compression
- Principle:Mit han lab Llm awq INT4 Weight Packing
- Principle:ARISE Initiative Robosuite Observable System
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval Consolidate Results
- Implementation:Roboflow Rf detr RFDETR Train Config
- Implementation:Mbzuai oryx Awesome LLM Post training Fetch Paper Details
- Implementation:Evidentlyai Evidently Dataset From Pandas
- Implementation:Openai Openai node StrictJsonSchema Transform
- Implementation:CrewAIInc CrewAI CrewAI Tools Library
- Implementation:Recommenders team Recommenders NCF Predict
- Implementation:Ollama Ollama Modelfile Format Spec
- Implementation:Google deepmind Mujoco MJX Solver
- Implementation:Diagram of thought Diagram of thought Problem Tag Node Record
Heuristics
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Openai Whisper Compression Ratio Threshold
Environments
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Kserve Kserve VLLM Runtime
- Environment:Google deepmind Mujoco C Build Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Langgenius Dify Redis And Celery Environment