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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:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:Duckdb Duckdb Code Generation Pipeline
Principles
- Principle:OpenRLHF OpenRLHF Iterative DPO
- Principle:NVIDIA DALI TensorFlow Training Integration
- Principle:Duckdb Duckdb Extension Configuration
- Principle:NVIDIA NeMo Curator Scene Detection and Clipping
- Principle:Neuml Txtai Interactive Console
- Principle:Duckdb Duckdb Binary Signing
- Principle:AUTOMATIC1111 Stable diffusion webui Memory Management
- Principle:EvolvingLMMs Lab Lmms eval Few Shot Sampling
- Principle:DataExpert io Data engineer handbook Test Data Construction
- Principle:Allenai Open instruct Padding Free Training
Implementations
- Implementation:Pola rs Polars Output Validation Pattern
- Implementation:Protectai Llm guard Input EmotionDetection
- Implementation:Bentoml BentoML Ray Integration
- Implementation:Vibrantlabsai Ragas SummarizationScore
- Implementation:CrewAIInc CrewAI Patronus Local Evaluator Tool
- Implementation:Tensorflow Serving Thread Pool Factory
- Implementation:NVIDIA DALI Fn Box Encoder
- Implementation:Datajuicer Data juicer AudioNMFSNRFilter
- Implementation:Microsoft Playwright WkConnection
- Implementation:Elevenlabs Elevenlabs python RawBaseClient
Heuristics
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Alibaba MNN LLM Runtime Tuning
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Sgl project Sglang Python Dependencies
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Huggingface Datasets Image Dependencies
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Volcengine Verl Megatron Core Environment