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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:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:BerriAI Litellm SDK Completion
Principles
- Principle:Apache Airflow Task Execution TEI
- Principle:Cypress io Cypress Code Quality Verification
- Principle:Cleanlab Cleanlab Regression Noise Robust Training
- Principle:Arize ai Phoenix Prompt Template Rendering
- Principle:Helicone Helicone Cross Provider Transform
- Principle:Huggingface Optimum GPTQ Post Initialization
- Principle:Astronomer Astronomer cosmos Dbt Invocation
- Principle:Fede1024 Rust rdkafka Mock Cluster Creation
- Principle:Huggingface Datasets Progress Reporting
- Principle:Langfuse Langfuse Score Validation and Creation
Implementations
- Implementation:Intel Ipex llm StartRecentKVCache
- Implementation:Promptfoo Promptfoo Root Package Lock
- Implementation:Datahub project Datahub PendingMutationsException
- Implementation:CrewAIInc CrewAI RAG Base Chunker
- Implementation:Huggingface Datatrove RegexFilter
- Implementation:Haifengl Smile DenseMatrix Decomposition
- Implementation:Neuml Txtai BM25 Scoring
- Implementation:Online ml River Neighbors KNNRegressor
- Implementation:Deepseek ai Janus LlamaForCausalLM Generate
- Implementation:Mage ai Mage ai Google Cloud Storage Source
Heuristics
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Openai Openai python Retry Backoff Strategy
Environments
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Snorkel team Snorkel PySpark
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Obss Sahi Python Pycocotools
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:FlowiseAI Flowise Queue Mode Environment