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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:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Google deepmind Dm control MJCF Model Composition
Principles
- Principle:Spotify Luigi Worker Scheduler Communication
- Principle:Bitsandbytes foundation Bitsandbytes FSDP Quant State Recovery
- Principle:Rapidsai Cuml Synthetic Dataset Generation
- Principle:ArroyoSystems Arroyo Connection Table Configuration
- Principle:BerriAI Litellm Database Setup
- Principle:Openclaw Openclaw Context Assembly
- Principle:Haosulab ManiSkill Environment Configuration
- Principle:Interpretml Interpret Synthetic Data
- Principle:Openai Openai python Realtime Session Configuration
- Principle:Langchain ai Langgraph Runtime Context
Implementations
- Implementation:Teamcapybara Capybara Session Matchers Assert Current Path
- Implementation:Farama Foundation Gymnasium Space Base
- Implementation:Pola rs Polars Filter by Time Range
- Implementation:Mit han lab Llm awq LMEvalAdaptor
- Implementation:Apache Hudi ClusteringUtil ValidateClusteringScheduling
- Implementation:AUTOMATIC1111 Stable diffusion webui Config States
- Implementation:Facebookresearch Habitat lab VER ReportWorker
- Implementation:Datajuicer Data juicer PythonLambdaMapper
- Implementation:ClickHouse ClickHouse Poco IPAddress Impl
- Implementation:Triton inference server Server L0 Long Running Stress Scenarios
Heuristics
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
Environments
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:FMInference FlexLLMGen NVMe Disk