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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:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Online ml River Time Series Forecasting
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
Principles
- Principle:OpenRLHF OpenRLHF PPO Training Loop
- Principle:Apache Druid Query Execution
- Principle:Scikit learn Scikit learn Feature Importance Analysis
- Principle:Cleanlab Cleanlab Segmentation Label Quality Scoring
- Principle:LaurentMazare Tch rs Feature Extraction
- Principle:Elevenlabs Elevenlabs python Audio Sample Preparation
- Principle:Apache Flink PyFlink Build Distribution
- Principle:Mit han lab Llm awq Vision Transformer Encoding
- Principle:Webdriverio Webdriverio Cucumber Configuration
- Principle:LaurentMazare Tch rs LLM Weight Conversion
Implementations
- Implementation:Fede1024 Rust rdkafka BaseProducer Send
- Implementation:Vibrantlabsai Ragas HuggingFaceEmbeddings
- Implementation:Treeverse LakeFS Java SDK Model RangeMetadata
- Implementation:Elevenlabs Elevenlabs python ProjectExternalAudioResponseModel
- Implementation:Microsoft Playwright GenerateCode
- Implementation:SeleniumHQ Selenium Bazel Build Grid
- Implementation:Pyro ppl Pyro TraceTMC ELBO
- Implementation:Mage ai Mage ai Google Analytics Source
- Implementation:Openai Openai python Eval Stored Completions Config
- Implementation:Apache Spark Build Api Docs
Heuristics
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
Environments
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Intel Ipex llm Windows Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Huggingface Transformers PEFT Adapter Env