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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:Apache Druid Visual Data Exploration
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Openai Openai python Audio Processing
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
Principles
- Principle:Ggml org Llama cpp Chat Template Types
- Principle:ClickHouse ClickHouse ELF Program Header Caching
- Principle:Huggingface Datasets Dataset From Generator Construction
- Principle:Duckdb Duckdb String Formatting
- Principle:Apache Druid Explore State Management
- Principle:Datajuicer Data juicer Distributed Pipeline Execution
- Principle:Cohere ai Cohere python Bedrock Client Initialization
- Principle:ARISE Initiative Robosuite Joint Position Control
- Principle:Iterative Dvc Stage Freshness Detection
- Principle:Webdriverio Webdriverio ESLint Plugin Architecture
Implementations
- Implementation:Cohere ai Cohere python AssistantMessageResponseContentItem Model
- Implementation:MaterializeInc Materialize Mkpipeline Sh
- Implementation:Open compass VLMEvalKit Qwen2VLAPI
- Implementation:Helicone Helicone Prompt State Types
- Implementation:Ray project Ray Build Docker Script
- Implementation:Microsoft Semantic kernel VectorSearchOptions Filter
- Implementation:Openai Openai python Transcriptions Create
- Implementation:Sktime Pytorch forecasting GroupNormalizer
- Implementation:Openclaw Openclaw RunCli
- Implementation:Bigscience workshop Petals DistributedMixtralConfig
Heuristics
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
Environments
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Ollama Ollama GPU Runtime
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Vllm project Vllm Intel XPU
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Openai Openai agents python Python 3 9 Runtime