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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:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Openai Openai python Audio Processing
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Tensorflow Serving Kubernetes Deployment
Principles
- Principle:Evidentlyai Evidently Dataset Score Extraction
- Principle:Infiniflow Ragflow Search LLM Settings
- Principle:Intel Ipex llm Adapter Merging
- Principle:Facebookresearch Audiocraft Audio Generation Evaluation
- Principle:Openai CLIP Image Preprocessing
- Principle:Ollama Ollama GGUF Model Conversion GptOss
- Principle:NVIDIA DALI CUDA Kernel Implementation
- Principle:MarketSquare Robotframework browser Page Navigation and Interaction
- Principle:Microsoft Autogen Selector Orchestration
- Principle:DistrictDataLabs Yellowbrick RadViz Visualization
Implementations
- Implementation:Bitsandbytes foundation Bitsandbytes SwitchBackLinear
- Implementation:Googleapis Python genai Interactions Transform
- Implementation:ArroyoSystems Arroyo Checkpoint Api Types
- Implementation:AnswerDotAI RAGatouille Export To Huggingface Hub
- Implementation:Hiyouga LLaMA Factory Data Formatter
- Implementation:Triton inference server Server GenQaIdentityModels
- Implementation:Datajuicer Data juicer VideoCameraPoseMapper
- Implementation:Nightwatchjs Nightwatch Nightwatch Configuration
- Implementation:Eventual Inc Daft Expression Cast
- Implementation:Farama Foundation Gymnasium Wrappers Init
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
Environments
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Ollama Ollama GPU Runtime
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment