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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:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Openai Openai node Audio Processing
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Kubeflow Kubeflow Platform Deployment
Principles
- Principle:Ggml org Ggml Vulkan GPU Computation
- Principle:Apache Shardingsphere Exclusive Operation Management
- Principle:SqueezeAILab ETS Hyperparameter Configuration
- Principle:Apache Airflow Provider Release Process
- Principle:FlagOpen FlagEmbedding Hard Negative Mining
- Principle:Microsoft BIPIA Training Data Tokenization
- Principle:Ggml org Ggml Prompt Guided Mask Decoding
- Principle:Heibaiying BigData Notes HBase Data Reading
- Principle:ARISE Initiative Robosuite Demonstration Trajectory Collection
- Principle:Huggingface Diffusers ControlNet Residual Injection
Implementations
- Implementation:Huggingface Datasets TestCommand
- Implementation:Online ml River Stream Shuffle
- Implementation:FlagOpen FlagEmbedding FlagAutoReranker From Finetuned
- Implementation:Tencent Ncnn SimpleMath
- Implementation:CrewAIInc CrewAI Bedrock Browser Session Manager
- Implementation:Ollama Ollama Llama Models Registry
- Implementation:Kserve Kserve LLMInferenceServiceConfig Minimal CRD
- Implementation:Dotnet Machinelearning LdaDataBlock
- Implementation:Openai Openai python Response Incomplete Event
- Implementation:TobikoData Sqlmesh ModelLineageSearch
Heuristics
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Datahub project Datahub Docker Memory Preflight
Environments
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Openai Openai node Node 20 Runtime
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Sgl project Sglang Multimodal
- Environment:Mlc ai Web llm Node Build Toolchain