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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:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Apache Spark Building and Testing
- Workflow:Mit han lab Llm awq HuggingFace Model Export
Principles
- Principle:Sail sg LongSpec Draft Checkpoint Extraction
- Principle:Microsoft Autogen Team Persistence
- Principle:Teamcapybara Capybara Expression Filtering
- Principle:FlowiseAI Flowise User Management
- Principle:Ggml org Llama cpp RPC Distributed Inference
- Principle:Kserve Kserve Authentication Integration
- Principle:Langgenius Dify Workflow Application Creation
- Principle:BerriAI Litellm Cache Key Generation
- Principle:Apache Hudi Streaming Write Execution
- Principle:FMInference FlexLLMGen DeepSpeed Package Build
Implementations
- Implementation:Farama Foundation Gymnasium Stateful Observation Wrappers
- Implementation:Ggml org Llama cpp Jinja String
- Implementation:LLMBook zh LLMBook zh github io LlamaForCausalLM Forward
- Implementation:NVIDIA TransformerEngine Context Parallel
- Implementation:FMInference FlexLLMGen HELM Scenario Pipeline
- Implementation:Infiniflow Ragflow KnowledgebaseService Update Parser Config
- Implementation:Apache Dolphinscheduler WorkerGroupDispatcherCoordinator Dispatch
- Implementation:Recommenders team Recommenders DKN Item2Item Iterator
- Implementation:Open compass VLMEvalKit Cosmos
- Implementation:NVIDIA NeMo Aligner Train SDXL DRaFTP
Heuristics
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Openai Whisper Median Word Duration Clamping
Environments
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Farama Foundation Gymnasium JAX Functional Backend