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Total Pages
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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Browse by Category
| 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:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Openai Evals Running an eval set
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Datahub project Datahub Java SDK Metadata Emission
Principles
- Principle:Duckdb Duckdb Zstandard Compression
- Principle:Huggingface Transformers Repository Consistency Checking
- Principle:ArroyoSystems Arroyo Checkpoint Triggering
- Principle:Protectai Llm guard Code Snippet Detection
- Principle:Google deepmind Mujoco SIMD Optimization
- Principle:Teamcapybara Capybara Browser Specialization
- Principle:Deepset ai Haystack Context Relevance Evaluation
- Principle:Sgl project Sglang Multimodal Prompt Construction
- Principle:Datajuicer Data juicer Overall Statistical Analysis
- Principle:Heibaiying BigData Notes Flink Kafka Source
Implementations
- Implementation:Google deepmind Mujoco Engine IO Header
- Implementation:ClickHouse ClickHouse Clickhouse Local Query
- Implementation:Apache Kafka KafkaAdminClient ListTopics
- Implementation:TobikoData Sqlmesh Api Instance
- Implementation:Speechbrain Speechbrain Prepare PeoplesSpeech Root
- Implementation:Huggingface Diffusers Modular Auto Docstring
- Implementation:Elevenlabs Elevenlabs python TextToSpeechClient Convert
- Implementation:Avhz RustQuant OptionContract
- Implementation:Vespa engine Vespa SystemInfo
- Implementation:Norrrrrrr lyn WAInjectBench LogisticRegression Fit
Heuristics
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
Environments
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Lucidrains X transformers Python Environment
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Ray project Ray Python Runtime Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Langgenius Dify Python Backend Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas