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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.
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| 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:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Datahub project Datahub CLI Metadata Ingestion
Principles
- Principle:Microsoft Onnxruntime Nodejs Runtime Setup
- Principle:Langfuse Langfuse Evaluation Job Creation
- Principle:Ggml org Llama cpp Android Integration
- Principle:Allenai Open instruct Environment Setup
- Principle:Avhz RustQuant Descriptive Statistics
- Principle:Apache Kafka Connect Distributed Invocation
- Principle:Deepspeedai DeepSpeed Pipeline Evaluation
- Principle:Tencent Ncnn Crowd Counting
- Principle:Langfuse Langfuse Event Validation and Schema Parsing
- Principle:Langgenius Dify Component Testing
Implementations
- Implementation:Open compass VLMEvalKit MedqbenchMCQDataset
- Implementation:Groq Groq python Embeddings Create
- Implementation:Microsoft Autogen UserProxyAgent
- Implementation:ARISE Initiative Robosuite BindingUtils
- Implementation:Haosulab ManiSkill IL Eval Loop
- Implementation:Ggml org Llama cpp Memory Recurrent
- Implementation:Heibaiying BigData Notes HBaseConfiguration Create
- Implementation:Google deepmind Mujoco MJWarp Support
- Implementation:Langchain ai Langgraph StoreBatchOperations
- Implementation:TobikoData Sqlmesh Tracker Plan Apply
Heuristics
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Cypress io Cypress Linux Display Server
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Alibaba MNN Python Export Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime