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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:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:MarketSquare Robotframework browser API Testing via Browser
Principles
- Principle:Mbzuai oryx Awesome LLM Post training Progressive Data Checkpointing
- Principle:NVIDIA DALI Detection Pipeline Definition
- Principle:Openclaw Openclaw Onboarding Wizard
- Principle:VainF Torch Pruning Pruned Model Serialization
- Principle:HKUDS AI Trader System Prompt Construction
- Principle:Microsoft Semantic kernel Event Routing
- Principle:Shiyu coder Kronos Sequential Two Stage Training
- Principle:Tensorflow Tfjs Model Training
- Principle:Deepseek ai Janus CFG Input Preparation
- Principle:Iterative Dvc DVC Metafile Serialization
Implementations
- Implementation:Turboderp org Exllamav2 Ext Hadamard
- Implementation:FMInference FlexLLMGen OptLM Init
- Implementation:Scikit learn Scikit learn ColumnTransformer Init
- Implementation:Apache Hudi Build Docker Images Script
- Implementation:FlowiseAI Flowise GetAllAgentflows
- Implementation:Infiniflow Ragflow ThemeProvider Component
- Implementation:LMCache LMCache Controller Config
- Implementation:Unslothai Unsloth FastVisionModel Get Peft Model
- Implementation:Tensorflow Serving Mnist Training Example
- Implementation:Pytorch Serve GptHandler
Heuristics
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
Environments
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Sgl project Sglang CPU Runtime
- Environment:HKUDS AI Trader API Credentials
- Environment:Cohere ai Cohere python Cohere API Credentials