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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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| 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:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
Principles
- Principle:Google deepmind Mujoco Plugin Architecture
- Principle:DataExpert io Data engineer handbook AB Test SDK Initialization
- Principle:Lance format Lance Schema Evolution
- Principle:Neuml Txtai Multi Vector Encoding
- Principle:HKUDS AI Trader Crypto Data Fetching
- Principle:Langchain ai Langgraph Error Handling
- Principle:Pyro ppl Pyro Markov Dependency
- Principle:Farama Foundation Gymnasium Space Abstraction
- Principle:Datajuicer Data juicer LLM Content Generation
- Principle:Deepset ai Haystack Documentation Navigation Structure
Implementations
- Implementation:Kornia Kornia Pyproject Config
- Implementation:Webdriverio Webdriverio StartWebDriver
- Implementation:NVIDIA NeMo Curator SemanticDeduplicationWorkflow for Video
- Implementation:Ggml org Ggml Metal backend
- Implementation:Apache Shardingsphere ColumnShadowAlgorithm SPI
- Implementation:ContextualAI HALOs Online Training Main
- Implementation:Datajuicer Data juicer VideoCaptioningFromAudioMapper
- Implementation:Duckdb Duckdb Miniz Compression
- Implementation:Mlfoundations Open flamingo Hf hub download load state dict
- Implementation:MaterializeInc Materialize Feature Benchmark Framework
Heuristics
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
Environments
- Environment:Vllm project Vllm Benchmarks
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Sdv dev SDV Python Runtime
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Sail sg LongSpec Training Environment