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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:Alibaba MNN Model Compression
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
Principles
- Principle:Sktime Pytorch forecasting KAN Architecture
- Principle:Eventual Inc Daft Batch UDF
- Principle:Duckdb Duckdb Fast Number Parsing
- Principle:Pyro ppl Pyro Effect Handler System
- Principle:CrewAIInc CrewAI Task Definition
- Principle:Fede1024 Rust rdkafka Crate Public API Surface
- Principle:Princeton nlp Tree of thought llm DFS Tree Search
- Principle:NVIDIA NeMo Curator Connected Component Analysis
- Principle:ClickHouse ClickHouse Optimized Memcpy
- Principle:Iterative Dvc Terminal Table Rendering
Implementations
- Implementation:Protectai Llm guard Input Regex
- Implementation:Unstructured IO Unstructured ChunkingOptions
- Implementation:Nightwatchjs Nightwatch Nightwatch CLI Init
- Implementation:Microsoft DeepSpeedExamples Fuse LoRA
- Implementation:Ollama Ollama XTools WebFetch
- Implementation:Nightwatchjs Nightwatch Page Commands Interface
- Implementation:Evidentlyai Evidently Dashboard Panels
- Implementation:Treeverse LakeFS Java SDK Model IcebergPushRequest
- Implementation:Spotify Luigi Retcodes
- Implementation:Infiniflow Ragflow Admin Login Page
Heuristics
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
Environments
- Environment:InternLM Lmdeploy Build From Source
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Apache Flink Node Build Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment