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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:Openai Evals Creating a model graded eval
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:ArroyoSystems Arroyo UDF Development
Principles
- Principle:Cleanlab Cleanlab Confident Joint Estimation
- Principle:Fastai Fastbook Tokenization
- Principle:Ggml org Ggml Architecture Specific SIMD Quantization
- Principle:Groq Groq python Speech Generation
- Principle:Promptfoo Promptfoo Environment Configuration
- Principle:Fede1024 Rust rdkafka Blocking Task Dispatch
- Principle:Tensorflow Serving Data Loading Utilities
- Principle:Langgenius Dify Plugin Lifecycle Management
- Principle:NVIDIA DALI Custom Operator Build System
- Principle:Pola rs Polars SQL Query Execution
Implementations
- Implementation:HKUDS AI Trader A Stock Daily Price Data
- Implementation:Mlflow Mlflow Model Training Interface
- Implementation:Interpretml Interpret AutoVisualizeProvider
- Implementation:Tensorflow Tfjs CategoryEncoding Layer
- Implementation:Sktime Pytorch forecasting TimeXer Sub Modules
- Implementation:SeleniumHQ Selenium HasPermissions
- Implementation:Axolotl ai cloud Axolotl Quarto Docs Site Config
- Implementation:Open compass VLMEvalKit VLM2Bench Utils
- Implementation:Explodinggradients Ragas Metric Get Correlation
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval MMLU
Heuristics
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Protectai Llm guard Lazy Scanner Loading
Environments
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Vllm project Vllm Benchmarks
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Openai Evals Python Runtime
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Huggingface Trl DeepSpeed Environment