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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:Openai Whisper Language Detection And Decoding
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Pytorch Serve Model Deployment
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
Principles
- Principle:Huggingface Optimum Hub File Management
- Principle:Microsoft Autogen Component Serialization
- Principle:Vespa engine Vespa Linguistics Span Tree Cleanup
- Principle:Huggingface Transformers Quantization Backend Selection
- Principle:Huggingface Trl GRPO Model Loading
- Principle:Google deepmind Dm control Soccer Environment Loading
- Principle:Diagram of thought Diagram of thought System Prompt Configuration
- Principle:Hiyouga LLaMA Factory Muon Optimization
- Principle:Iterative Dvc Experiment Workspace Preparation
- Principle:Apache Beam Structural Key Equality
Implementations
- Implementation:Datajuicer Data juicer VideoMotionScoreRaftFilter
- Implementation:BerriAI Litellm Weights Biases Logger
- Implementation:Heibaiying BigData Notes WordCountMapper Map
- Implementation:Sdv dev SDV PARSynthesizer Sample
- Implementation:FlowiseAI Flowise OnConnect
- Implementation:Open compass VLMEvalKit VinternChat
- Implementation:Onnx Onnx Save Model
- Implementation:Tensorflow Tfjs EinsumDense Test
- Implementation:Microsoft Playwright CrExecutionContext
- Implementation:Microsoft DeepSpeedExamples DeepSpeed Save Checkpoint
Heuristics
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
Environments
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Allenai Open instruct vLLM Inference
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment