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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:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Tensorflow Serving Model Version Management
Principles
- Principle:Scikit learn contrib Imbalanced learn Sphinx Documentation Configuration
- Principle:Treeverse LakeFS Java SDK OpenAPI Specification
- Principle:Cypress io Cypress Configuration Validation
- Principle:VainF Torch Pruning Operation Type Classification
- Principle:Ollama Ollama ImageGeneration
- Principle:Kubeflow Kubeflow Build Pipeline
- Principle:Bigscience workshop Petals Health Monitoring
- Principle:Mlc ai Mlc llm Model Weight Acquisition
- Principle:CarperAI Trlx Model Checkpointing
- Principle:Eventual Inc Daft Data Ingestion HuggingFace
Implementations
- Implementation:Nautechsystems Nautilus trader Generate Stubs Script
- Implementation:Helicone Helicone Tailwind Config
- Implementation:Lucidrains X transformers Pip Install
- Implementation:Wandb Weave Weave Finish
- Implementation:Microsoft Onnxruntime CPU TrainingSplit
- Implementation:Microsoft Onnxruntime CPU LSTM GradCompute
- Implementation:Microsoft Semantic kernel CloudEvents PackageLock
- Implementation:Microsoft DeepSpeedExamples DeepSpeed Save Checkpoint
- Implementation:Speechbrain Speechbrain Prepare AMI Diarization
- Implementation:Predibase Lorax Watermark Logits Processor
Heuristics
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
Environments
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Allenai Open instruct vLLM Inference
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment