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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 Kafka PR Merge And Backport
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Promptfoo Promptfoo Red Team Security Scan
Principles
- Principle:Duckdb Duckdb Settings And Storage Info Generation
- Principle:Shiyu coder Kronos Sequential Two Stage Training
- Principle:Ray project Ray Release Validation Testing
- Principle:BerriAI Litellm Server Startup
- Principle:Iterative Dvc Target Resolution
- Principle:Openai Whisper Basic Text Normalization
- Principle:Triton inference server Server QA Test Model Generation
- Principle:AUTOMATIC1111 Stable diffusion webui File Upload Handling
- Principle:Googleapis Python genai Auth Token Creation
- Principle:Heibaiying BigData Notes Storm Topology Wiring
Implementations
- Implementation:Sgl project Sglang Benchmark MoE ROCm
- Implementation:Webdriverio Webdriverio Workers Types
- Implementation:Google deepmind Mujoco MJX Mesh
- Implementation:Deepspeedai DeepSpeed Evoformer GEMM Utils
- Implementation:Microsoft Playwright Client Download
- Implementation:Apache Hudi HoodieFlinkCompactor Main
- Implementation:CARLA simulator Carla Client Start Recorder
- Implementation:Ollama Ollama Imagegen MLX Header
- Implementation:Sail sg LongSpec Dataset Prompt Templates
- Implementation:Helicone Helicone Docs Navigation Config
Heuristics
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
Environments
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment