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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:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
Principles
- Principle:Getgauge Taiko Gauge Step Implementation
- Principle:Online ml River Bandit Environments
- Principle:MaterializeInc Materialize Content Addressed Fingerprinting
- Principle:Tensorflow Serving Signature Definition
- Principle:Ggml org Llama cpp GGUF File Operations
- Principle:Open compass VLMEvalKit Video Dataset Configuration
- Principle:Unslothai Unsloth Raw Text Data Loading
- Principle:Recommenders team Recommenders Benchmark Metric Evaluation
- Principle:Google deepmind Mujoco Fluid Interaction
- Principle:Sail sg LongSpec VLLM Inference Client
Implementations
- Implementation:Open compass VLMEvalKit SArena Mini Utils
- Implementation:OpenGVLab InternVL Multimodal Utilities
- Implementation:Interpretml Interpret Powerlift Executor
- Implementation:Online ml River Facto FM
- Implementation:Open compass VLMEvalKit XGenMM
- Implementation:Sgl project Sglang CoT Decoding
- Implementation:Microsoft Agent framework Run All Samples Script
- Implementation:Apache Druid CompactionDynamicConfigDialog
- Implementation:NVIDIA TransformerEngine Debug API
- Implementation:Openai Openai agents python Tool Input Guardrail Decorator
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
Environments
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Apache Flink Python PyFlink Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Pytorch Serve DeepSpeed Environment