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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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|---|---|---|
| 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:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Openai Openai node Audio Processing
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Ollama Ollama Custom Model Creation
Principles
- Principle:Nautechsystems Nautilus trader Data Subscription
- Principle:Heibaiying BigData Notes Storm Topology Wiring
- Principle:Deepset ai Haystack File Type Routing
- Principle:Sgl project Sglang Chat Completion API
- Principle:Iterative Dvc Version Management
- Principle:Onnx Onnx Tensor Specification
- Principle:Lucidrains X transformers Entropy Based Segmentation
- Principle:Teamcapybara Capybara Page Navigation
- Principle:ClickHouse ClickHouse Debug Package Configuration
- Principle:Huggingface Datasets Arrow File Reading
Implementations
- Implementation:Helicone Helicone Pricing Calculator
- Implementation:Treeverse LakeFS Java SDK Model ExternalPrincipal
- Implementation:Openai Openai python Response Incomplete Event
- Implementation:NVIDIA NeMo Curator Resiliparse Extractor
- Implementation:Openai Openai python Skill List Params
- Implementation:Google deepmind Dm control Reference Pose Rewards
- Implementation:FlagOpen FlagEmbedding MiniCPM Reranker Merge
- Implementation:Facebookresearch Audiocraft ViSQOL and SISNR
- Implementation:Haosulab ManiSkill GeometryUtils
- Implementation:Mage ai Mage ai Source Process
Heuristics
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
Environments
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration