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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:Pola rs Polars Time Series Analysis
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
Principles
- Principle:OpenGVLab InternVL Vision Language Model Loading
- Principle:Huggingface Datatrove Sentence Deduplication
- Principle:Zai org CogVideo Optical Flow Estimation
- Principle:Ggml org Ggml Optimizer Configuration
- Principle:Sktime Pytorch forecasting xLSTM Architecture
- Principle:Pytorch Serve Hardware Metrics Collection
- Principle:Groq Groq python Audio Translation Request
- Principle:Openai Whisper Word Boundary Detection
- Principle:Google deepmind Mujoco Sleep System
- Principle:Lm sys FastChat LLM Prompt Classification
Implementations
- Implementation:Recommenders team Recommenders NCF Init And Fit
- Implementation:CarperAI Trlx NeMo ILQL Trainer
- Implementation:Datajuicer Data juicer VideoUndistortMapper
- Implementation:Open compass VLMEvalKit MEGABench Analysis Utils
- Implementation:Huggingface Trl TrlParser SFTConfig
- Implementation:Tencent Ncnn RVM Example
- Implementation:NVIDIA TransformerEngine Multi Tensor C API
- Implementation:Mistralai Client python Azure BaseSDK
- Implementation:NVIDIA NeMo Aligner CAI Utils
- Implementation:Kserve Kserve InferenceGraph CRD Spec
Heuristics
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
Environments
- Environment:Wandb Weave Python SDK Runtime
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Vllm project Vllm Intel XPU
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Zai org CogVideo Diffusers Inference Environment