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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:Togethercomputer Together python Batch Inference
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Apache Hudi Docker Demo Setup
Principles
- Principle:Ggml org Llama cpp Conversion Quality Verification
- Principle:Triton inference server Server Repository Cloning
- Principle:Hiyouga LLaMA Factory Inference Engine Architecture
- Principle:Huggingface Datasets Column Name Inspection
- Principle:TobikoData Sqlmesh Web Server API
- Principle:AUTOMATIC1111 Stable diffusion webui Script Lifecycle
- Principle:OpenGVLab InternVL Transformer Decoder Architecture
- Principle:Ggml org Llama cpp Training
- Principle:OpenRLHF OpenRLHF Sequence Regression Model Loading
- Principle:TobikoData Sqlmesh Dbt Validation And Testing
Implementations
- Implementation:Infiniflow Ragflow Register Server
- Implementation:Microsoft DeepSpeedExamples Focal Loss
- Implementation:Langchain ai Langchain IndexerTests
- Implementation:Avhz RustQuant EuropeanVanillaOption new
- Implementation:FlagOpen FlagEmbedding Reinforced IR Model
- Implementation:Princeton nlp SimPO Reward Model Annotate Script
- Implementation:CARLA simulator Carla World Try Spawn Actor
- Implementation:Huggingface Datatrove PerplexityStats
- Implementation:InternLM Lmdeploy Impl Simt
- Implementation:Testtimescaling Testtimescaling github io GitHub Actions Cron Schedule
Heuristics
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
Environments
- Environment:Sail sg LongSpec Inference Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Ray project Ray Java Build Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment