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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:MarketSquare Robotframework browser Installation and Setup
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:FlagOpen FlagEmbedding Reranker Inference
Principles
- Principle:Triton inference server Server Weight Conversion
- Principle:Hiyouga LLaMA Factory Mixture of Experts
- Principle:Mistralai Client python Response Processing
- Principle:Langchain ai Langgraph Graph Configuration Management
- Principle:TobikoData Sqlmesh Development Environment Creation
- Principle:Togethercomputer Together python Batch Job Creation
- Principle:Duckdb Duckdb Skip List Data Structure
- Principle:Facebookresearch Audiocraft JASCO Model Loading
- Principle:FlowiseAI Flowise Flow Management
- Principle:Kornia Kornia Geometric Verification
Implementations
- Implementation:Farama Foundation Gymnasium Env Subclass Interface
- Implementation:Huggingface Transformers Custom Init Isort
- Implementation:Langchain ai Langgraph PostgresCheckpointBase
- Implementation:Togethercomputer Together python Chat Completion Message Schema
- Implementation:Vllm project Vllm Release Pipeline Config
- Implementation:Google deepmind Dm control Environment Reset Step
- Implementation:Huggingface Transformers Fetch Hub Objects For CI
- Implementation:Fede1024 Rust rdkafka FFI Error Helpers
- Implementation:Hpcaitech ColossalAI KTOTrainer
- Implementation:Datahub project Datahub SparkDatasetExtractor
Heuristics
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
Environments
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:DevExpress Testcafe Node Runtime
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Getgauge Taiko Linux System Libraries