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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:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Pytorch Serve HuggingFace Transformer Serving
Principles
- Principle:Evidentlyai Evidently Dataset Creation
- Principle:Webdriverio Webdriverio AI Self Healing
- Principle:Haosulab ManiSkill Physics Struct Abstraction
- Principle:Promptfoo Promptfoo Assertion Grading
- Principle:FMInference FlexLLMGen Async IO NVMe Operations
- Principle:Norrrrrrr lyn WAInjectBench LLaVA Training Data Preparation
- Principle:Google deepmind Mujoco Composite Rigid Body
- Principle:Langgenius Dify Database Migrations
- Principle:Norrrrrrr lyn WAInjectBench Dynamic Detector Loading Text
- Principle:Ggml org Llama cpp Server Monitoring
Implementations
- Implementation:Turboderp org Exllamav2 Ext RoPE
- Implementation:Kserve Kserve DenseNet161 ImageClassifier
- Implementation:Infiniflow Ragflow Admin Roles Page
- Implementation:Truera Trulens Otel StackTreeNode
- Implementation:Open compass VLMEvalKit KimiVLAPIWrapper
- Implementation:NVIDIA NeMo Aligner Anneal SDXL
- Implementation:LLMBook zh LLMBook zh github io Get Data DPO
- Implementation:Langfuse Langfuse InMemoryFilterService
- Implementation:Google deepmind Mujoco MjModel from xml path
- Implementation:Speechbrain Speechbrain Prepare Common Voice For Whisper
Heuristics
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
Environments
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Apache Beam Portable Runner Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Intel Ipex llm XPU Inference Environment