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:Huggingface Peft Prompt Tuning Classification
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Neuml Txtai Model Training
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Helicone Helicone Local Development Setup
Principles
- Principle:Dagster io Dagster Software Defined Assets
- Principle:Huggingface Diffusers Training Environment Setup
- Principle:Iterative Dvc Plot Data Parsing
- Principle:Mit han lab Llm awq Dynamic Image Video Preprocessing
- Principle:Langgenius Dify Debug Console Testing
- Principle:Scikit learn Scikit learn Learning Curve Analysis
- Principle:Truera Trulens Record Trace Tree Visualization
- Principle:Diagram of thought Diagram of thought Raw Output Collection
- Principle:Ollama Ollama CLIStartup
- Principle:Avdvg InjectGuard Embedding Model Initialization
Implementations
- Implementation:Ucbepic Docetl DSLRunner Save
- Implementation:Microsoft Autogen Studio Gallery Detail
- Implementation:Microsoft Semantic kernel ProcessFramework SignalR PackageLock
- Implementation:Scikit learn contrib Imbalanced learn RUSBoostClassifier
- Implementation:AUTOMATIC1111 Stable diffusion webui Philox RNG
- Implementation:ARISE Initiative Robosuite VisualizationWrapper
- Implementation:Google deepmind Mujoco MJX Render Util
- Implementation:Ray project Ray Buildkite Data Pipeline
- Implementation:Webdriverio Webdriverio WebDriverRequestError
- Implementation:SeleniumHQ Selenium UsernameAndPassword
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
Environments
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Intel Ipex llm Build Environment
- Environment:Microsoft Agent framework Core Package Dependencies