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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:BerriAI Litellm Proxy Server Deployment
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Openai Openai python Audio Processing
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
Principles
- Principle:Scikit learn Scikit learn Pairwise Distance Computation
- Principle:Webdriverio Webdriverio ServiceArchitecture
- Principle:CARLA simulator Carla Sensor Lifecycle Management
- Principle:Norrrrrrr lyn WAInjectBench Environment Setup
- Principle:CARLA simulator Carla PID Vehicle Control
- Principle:Pola rs Polars SQL Query Execution
- Principle:Zai org CogVideo Diffusion Training Loop
- Principle:Fastai Fastbook Model Ensembling
- Principle:Apache Flink File Commit Finalization
- Principle:Duckdb Duckdb Release Promotion
Implementations
- Implementation:Openai Openai python Response MCP Call Completed
- Implementation:PrefectHQ Prefect Docs Site Configuration
- Implementation:Cohere ai Cohere python Image Model
- Implementation:Zai org CogVideo Trainer Checkpoint Validate
- Implementation:Datajuicer Data juicer NaiveGrouper
- Implementation:Mage ai Mage ai Google Analytics Source
- Implementation:Triton inference server Server Model Analyzer Analyze
- Implementation:Bentoml BentoML Cloud RestClient
- Implementation:Infiniflow Ragflow DialogService Save
- Implementation:Online ml River Optim Newton
Heuristics
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
Environments
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:NVIDIA DALI FFmpeg Environment