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1,118
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:Getgauge Taiko Form Interaction Testing
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Onnx Onnx Model Validation
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
Principles
- Principle:Mistralai Client python Client Initialization
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:Lance format Lance Schema Definition And Dataset Creation
- Principle:Bitsandbytes foundation Bitsandbytes Global INT8 Quantization
- Principle:Apache Dolphinscheduler RPC Client Proxy Pattern
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
- Principle:Sktime Pytorch forecasting TFT V2 Architecture
- Principle:Ggml org Ggml Image Preprocessing
- Principle:AUTOMATIC1111 Stable diffusion webui Configuration Management
- Principle:Kubeflow Pipelines Component Definition
Implementations
- Implementation:Openai Openai python Websocket Connection Options
- Implementation:EvolvingLMMs Lab Lmms eval Task Build All Requests
- Implementation:Run llama Llama index SentenceTransformersFinetuneEngine Init
- Implementation:Langfuse Langfuse Seed Postgres
- Implementation:Datahub project Datahub Sample BQ Data
- Implementation:Googleapis Python genai TuningDataset Setup
- Implementation:Open compass VLMEvalKit MovieChat1k
- Implementation:FMInference FlexLLMGen Bench HF Suite
- Implementation:Microsoft Playwright Chromium BrowserType
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval QReCC
Heuristics
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
Environments
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Sgl project Sglang Triton
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Kserve Kserve Python Runtime