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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:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Apache Spark Building and Testing
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Onnx Onnx Version Conversion
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Apache Kafka Topic Management
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Avhz RustQuant Stochastic Process Simulation
Principles
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:Pola rs Polars SQL Result Collection
- Principle:Helicone Helicone Design System
- Principle:HKUDS AI Trader Performance Visualization
- Principle:Getgauge Taiko Input Clearing
- Principle:Neuml Txtai RAG Query Execution
- Principle:Facebookresearch Habitat lab Configuration Composition
- Principle:Alibaba ROLL Knowledge Distillation Configuration
- Principle:Apache Flink File Commit Finalization
- Principle:Unstructured IO Unstructured Element Model
Implementations
- Implementation:Duckdb Duckdb LZ4 Compression
- Implementation:OpenHands OpenHands Tabs
- Implementation:Bitsandbytes foundation Bitsandbytes Matmul Perf Model
- Implementation:Vllm project Vllm Spec Decode Method Config
- Implementation:NVIDIA NeMo Curator Chinese Stopwords
- Implementation:ArroyoSystems Arroyo Rpc Core
- Implementation:Triton inference server Server RestrictedFeatures
- Implementation:Risingwavelabs Risingwave Makefile Task Runner
- Implementation:Trailofbits Fickling Run Benchmark
- Implementation:Datajuicer Data juicer Schema
Heuristics
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
Environments
- Environment:Huggingface Datasets Image Dependencies
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Sgl project Sglang Distributed
- Environment:Sgl project Sglang Kubernetes
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Arize ai Phoenix Python Runtime
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Recommenders team Recommenders Python Core Dependencies