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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:Wandb Weave SDK Release
- Workflow:Mistralai Client python Function Calling
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Trailofbits Fickling PyTorch Format Identification
Principles
- Principle:PrefectHQ Prefect AI Agent Configuration
- Principle:LLMBook zh LLMBook zh github io Loss Masking Tokenization
- Principle:LaurentMazare Tch rs Sequential Model Definition
- Principle:Alibaba ROLL Agentic Validation
- Principle:Infiniflow Ragflow Deployment Prerequisites
- Principle:Lucidrains X transformers Transformer As MLP
- Principle:Alibaba MNN Weight Quantization
- Principle:Langchain ai Langchain Similarity Search
- Principle:Nautechsystems Nautilus trader Instrument Specification
- Principle:Openai Whisper Audio Padding And Trimming
Implementations
- Implementation:InternLM Lmdeploy Impl M16n8
- Implementation:Microsoft DeepSpeedExamples BingBert TuringDataset
- Implementation:Kornia Kornia Transpiler
- Implementation:Intel Ipex llm Axolotl Finetuning
- Implementation:LMCache LMCache L1 Memory Manager
- Implementation:Langchain ai Langchain Pyproject Toml Configuration
- Implementation:Cypress io Cypress DetectFramework Setup
- Implementation:DevExpress Testcafe CI Npm Install Pattern
- Implementation:Tensorflow Tfjs GPT2CausalLM Generate
- Implementation:Deepspeedai DeepSpeed Py Copy
Heuristics
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Kornia Kornia CPU GPU Branching Tip
Environments
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Vllm project Vllm AMD ROCm
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Ollama Ollama CGo Runtime
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Puppeteer Puppeteer Node 18 Runtime