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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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|---|---|---|
| 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:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
Principles
- Principle:Datajuicer Data juicer QA Calibration
- Principle:Huggingface Trl SFT Dataset Preparation
- Principle:Spcl Graph of thoughts Keyword Counting Prompt Design
- Principle:Volcengine Verl Package Initialization
- Principle:Google deepmind Dm control Soccer Environment Loading
- Principle:Alibaba MNN LLM Model Export
- Principle:Wandb Weave Integration Configuration
- Principle:Huggingface Datatrove C4 Quality Filtering
- Principle:Openai Openai node Tool Execution Loop
- Principle:Openai Evals Environment Setup
Implementations
- Implementation:Facebookresearch Audiocraft MusicGen get pretrained
- Implementation:Apache Paimon RESTToken
- Implementation:Apache Kafka Gradle Maven Publish
- Implementation:ARISE Initiative Robosuite Wipe Environment
- Implementation:Ucbepic Docetl Count Tokens
- Implementation:Evidentlyai Evidently Legacy Python Engine
- Implementation:Microsoft Semantic kernel KernelProcessStep
- Implementation:Haosulab ManiSkill RotateCube
- Implementation:Apache Shardingsphere ShadowColumnDataSourceMappingsRetriever Retrieve
- Implementation:Pyro ppl Pyro SubstituteMessenger
Heuristics
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
Environments
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Microsoft LoRA NLG Eval External Tools