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Workflows
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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:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
Principles
- Principle:Iamhankai Forest of Thought Answer Extraction
- Principle:Huggingface Diffusers Denoising Loop
- Principle:Google deepmind Mujoco Visualization Initialization
- Principle:Facebookresearch Audiocraft Finetuning Checkpoint Preparation
- Principle:Apache Paimon Ray Cluster Initialization
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Quantization Lookup Tables
- Principle:DevExpress Testcafe Configuration Loading
- Principle:Groq Groq python Response Model Construction
- Principle:Arize ai Phoenix Prompt Versioning
- Principle:Openai Openai python Realtime Session Configuration
Implementations
- Implementation:Triton inference server Server GenQaIdentityModels
- Implementation:Promptfoo Promptfoo Plugins Data Catalog
- Implementation:Kornia Kornia Otsu Threshold
- Implementation:Allenai Open instruct Save Final Model
- Implementation:Tensorflow Tfjs Wrapper Layers
- Implementation:Microsoft LoRA Run MLM
- Implementation:Gretelai Gretel synthetics DGAN Train Numpy
- Implementation:FMInference FlexLLMGen HELM Metric Evaluate
- Implementation:Allenai Open instruct LLMRayActor
- Implementation:Avhz RustQuant Leg
Heuristics
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Huggingface Optimum Device Offload Constraints
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Allenai Open instruct Ray Distributed
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:NVIDIA DALI FFmpeg Environment