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:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
Principles
- Principle:ChenghaoMou Text dedup Hamming Distance Clustering
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Demonstration with Code Samples
- Principle:FlowiseAI Flowise Edge Connection
- Principle:CARLA simulator Carla Content Asset Management
- Principle:Google deepmind Mujoco Finite Difference Derivatives
- Principle:Huggingface Datatrove Parquet Data Reading
- Principle:Huggingface Diffusers Selective Test Execution
- Principle:Kserve Kserve Model Packaging
- Principle:Pyro ppl Pyro Deterministic Computation
- Principle:Ollama Ollama Tensor Reading
Implementations
- Implementation:Teamcapybara Capybara Node Actions Attach File
- Implementation:Groq Groq python ChatCompletion Response
- Implementation:Heibaiying BigData Notes WordCountReducer Reduce
- Implementation:Iterative Dvc Experiments Save
- Implementation:DevExpress Testcafe Fixture Init
- Implementation:Duckdb Duckdb Mbedtls Bignum
- Implementation:Puppeteer Puppeteer Bidi Page
- Implementation:Datajuicer Data juicer MCP Server
- Implementation:NVIDIA DALI Pipeline Def Dynamic
- Implementation:DataTalksClub Data engineering zoomcamp Spark WithColumnRenamed
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
Environments
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Sail sg LongSpec Inference Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Openai Openai python Python 3 9 Plus