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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:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Groq Groq python Batch Processing
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Lance format Lance Version Management
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Merged model saving
- Principle:Intel Ipex llm DPO Model Export
- Principle:MarketSquare Robotframework browser Response Formatting and Validation
- Principle:Dagster io Dagster Dynamic Partitioning
- Principle:Hpcaitech ColossalAI GRPO Consumer Setup
- Principle:Scikit learn Scikit learn Ranking Metrics
- Principle:Huggingface Alignment handbook Model Loading
- Principle:Huggingface Datasets Column Removal
- Principle:Fastai Fastbook DataLoaders Creation
- Principle:Webdriverio Webdriverio Session Cleanup
Implementations
- Implementation:Infiniflow Ragflow MetadataManageModal Hooks
- Implementation:Sktime Pytorch forecasting DLinear V2
- Implementation:Google deepmind Dm control Binding Generator
- Implementation:Heibaiying BigData Notes FlinkToMySQLSink Implementation
- Implementation:SeleniumHQ Selenium Closure Testing StackTrace
- Implementation:Webdriverio Webdriverio Launcher Class
- Implementation:Helicone Helicone AI Gateway OpenAPI Spec
- Implementation:FlowiseAI Flowise DeleteDocStoreDialog
- Implementation:Scikit learn Scikit learn ConsensusScore
- Implementation:Interpretml Interpret Process Terms For Merge
Heuristics
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
Environments
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:FMInference FlexLLMGen NVMe Disk