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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:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:BerriAI Litellm Fine Tuning Job
Principles
- Principle:HKUDS AI Trader Crypto Data Fetching
- Principle:Tencent Ncnn Python Bindings Build
- Principle:Hiyouga LLaMA Factory Inference Engine Architecture
- Principle:DevExpress Testcafe Build Pipeline
- Principle:Kornia Kornia Grayscale Conversion
- Principle:Microsoft LoRA Low Rank Layer Replacement
- Principle:Langchain ai Langgraph Agent Execution
- Principle:Protectai Llm guard PII Deanonymization
- Principle:Marker Inc Korea AutoRAG Node Line Evaluation
- Principle:Huggingface Optimum Model Download and Configuration
Implementations
- Implementation:Google deepmind Mujoco MJX Passive
- Implementation:EvolvingLMMs Lab Lmms eval Create Iterator
- Implementation:InternLM Lmdeploy Impl 1688
- Implementation:Vibrantlabsai Ragas Text2SQL Data Utils
- Implementation:Google deepmind Mujoco USD MJCF File Format
- Implementation:CARLA simulator Carla OpendriveGenerationParameters
- Implementation:Huggingface Diffusers ControlNetModel Forward
- Implementation:Apache Paimon TableUpdate
- Implementation:NVIDIA TransformerEngine Initialize UB
- Implementation:ClickHouse ClickHouse Poco HTTPResponse
Heuristics
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Ollama Ollama Quantization Layer Selection
Environments
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Unstructured IO Unstructured Libmagic