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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:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Tensorflow Serving Model Export And Serving
Principles
- Principle:Apache Kafka Trogdor Invocation
- Principle:Ollama Ollama GGUF Model Conversion DeepSeekOcr
- Principle:Kserve Kserve Prediction Protocol
- Principle:Ray project Ray Object Store Retrieval
- Principle:Mlflow Mlflow Scorer Definition
- Principle:SeldonIO Seldon core Model Resource Definition
- Principle:Deepset ai Haystack Pipeline Orchestration
- Principle:Mlc ai Web llm Text Completion Configuration
- Principle:Microsoft Playwright Select Browser and Configure Context
- Principle:Bentoml BentoML Deployment Termination
Implementations
- Implementation:Scikit learn Scikit learn RANSACRegressor
- Implementation:Cohere ai Cohere python AwsRerank
- Implementation:Deepspeedai DeepSpeed MLU Accelerator
- Implementation:LLMBook zh LLMBook zh github io DataCollatorForSupervisedDataset
- Implementation:Vllm project Vllm LLM Init Structured
- Implementation:Arize ai Phoenix LLM Prompts
- Implementation:Hpcaitech ColossalAI Booster
- Implementation:Ollama Ollama Readline Buffer
- Implementation:NVIDIA DALI Synset Mapping JSON
- Implementation:SeleniumHQ Selenium Closure UI ContainerRenderer
Heuristics
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Huggingface Open r1 Distributed Training Configuration
Environments
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Kubeflow Pipelines Python SDK
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment