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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:Microsoft Semantic kernel Process Orchestration
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Wandb Weave Prompt Management
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:SeldonIO Seldon core Inference Pipeline
Principles
- Principle:Microsoft Agent framework Executor Definition
- Principle:Online ml River Holt Winters Forecasting
- Principle:Eric mitchell Direct preference optimization Dropout Disabling
- Principle:CARLA simulator Carla A Star Route Planning
- Principle:CARLA simulator Carla Traffic Behavior Configuration
- Principle:Google deepmind Mujoco Model Initialization
- Principle:Explodinggradients Ragas DSPy Prompt Optimization
- Principle:Isaac sim IsaacGymEnvs Environment Setup
- Principle:Zai org CogVideo MoVQ Decoder Architecture
- Principle:Mbzuai oryx Awesome LLM Post training Publication Count Querying
Implementations
- Implementation:Iterative Dvc Api Experiments
- Implementation:FMInference FlexLLMGen CompressionConfig
- Implementation:Mlc ai Mlc llm MoE Matmul
- Implementation:Pyro ppl Pyro HorovodOptimizer
- Implementation:NVIDIA NeMo Aligner Prepare Packed DPO Dataset
- Implementation:BerriAI Litellm CLI Token Utils
- Implementation:FlagOpen FlagEmbedding LLARA Finetune Data
- Implementation:Open compass VLMEvalKit SArena DINO Score
- Implementation:Evidentlyai Evidently SDK Adapters
- Implementation:Mlflow Mlflow Set Model Version Tag
Heuristics
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
Environments
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Cypress io Cypress Linux Display Server
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv