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:Microsoft Playwright Network mocking and interception
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
Principles
- Principle:Online ml River Pipeline Transformers
- Principle:Ray project Ray Serve Control Plane Initialization
- Principle:Helicone Helicone Application Services
- Principle:Huggingface Datatrove PII Removal
- Principle:Microsoft DeepSpeedExamples RLHF Data Preparation
- Principle:NVIDIA NeMo Aligner REINFORCE Actor Setup
- Principle:Diagram of thought Diagram of thought Prompt Validation Testing
- Principle:Ollama Ollama CLIStartup
- Principle:Google deepmind Mujoco Sleep System
- Principle:Predibase Lorax Merge Weight Validation
Implementations
- Implementation:Princeton nlp SimPO H4ArgumentParser Parse
- Implementation:Rapidsai Cuml Make Blobs
- Implementation:Vibrantlabsai Ragas SummarizationScore
- Implementation:Sgl project Sglang V1 Chat Completions
- Implementation:Huggingface Optimum ParallelAxisSolverPass Run
- Implementation:ARISE Initiative Robosuite TuneJoints
- Implementation:MaterializeInc Materialize Zero Downtime Upgrader
- Implementation:Infiniflow Ragflow ParsingStatusCell Component
- Implementation:TobikoData Sqlmesh EnvironmentChangesPreview
- Implementation:Langchain ai Langgraph Runtime Class
Heuristics
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
Environments
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Sgl project Sglang Grafana
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Alibaba MNN CPU Build Environment