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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:Huggingface Trl GRPO Training
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Webdriverio Webdriverio Cloud Service Integration
Principles
- Principle:Langgenius Dify Component Architecture
- Principle:Iterative Dvc Database Import
- Principle:Openai Openai agents python Runner Invocation
- Principle:Mlc ai Web llm Chrome Extension Manifest
- Principle:Pytorch Serve Transformer Model Preparation
- Principle:DevExpress Testcafe Build Pipeline
- Principle:Elevenlabs Elevenlabs python TTS Model Configuration
- Principle:Getgauge Taiko Gauge Test Execution
- Principle:Zai org CogVideo Parallel Video Generation
- Principle:ChenghaoMou Text dedup Union Find
Implementations
- Implementation:Apache Druid SchemaTable
- Implementation:Datahub project Datahub SparkConfigParser ParseSparkConfig
- Implementation:Getgauge Taiko Intercept Block
- Implementation:Helicone Helicone ClickhousePriceCalc
- Implementation:PeterL1n BackgroundMattingV2 Displayer
- Implementation:Recommenders team Recommenders GeoIMC Predict
- Implementation:Predibase Lorax Adapter Scheduler Next Batch
- Implementation:AUTOMATIC1111 Stable diffusion webui UniPC Solver
- Implementation:Vespa engine Vespa Vespa Logctl
- Implementation:Pyro ppl Pyro CJS Models
Heuristics
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
Environments
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Vllm project Vllm AArch64 CPU