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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:Interpretml Interpret EBM Training And Prediction
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
Principles
- Principle:Alibaba ROLL Model Checkpointing
- Principle:Sail sg LongSpec VLLM Inference Client
- Principle:NVIDIA NeMo Aligner DPO Preference Data Preparation
- Principle:Anthropics Anthropic sdk python Multi turn Thinking Conversations
- Principle:Langchain ai Langchain Structured Output Extraction
- Principle:Online ml River Streaming ROCAUC
- Principle:Bigscience workshop Petals Inference Session Management
- Principle:Eric mitchell Direct preference optimization Concatenated Forward Pass
- Principle:AUTOMATIC1111 Stable diffusion webui Postprocessing input selection
- Principle:Googleapis Python genai File Upload
Implementations
- Implementation:Microsoft DeepSpeedExamples GptFinetuning AnalyzeData
- Implementation:NVIDIA NeMo Curator TransNetV2Model
- Implementation:Evidentlyai Evidently Column Metric Generator
- Implementation:Eventual Inc Daft Daft Sql
- Implementation:Open compass VLMEvalKit Cambrian
- Implementation:NVIDIA TransformerEngine Ops ReduceScatter
- Implementation:Avhz RustQuant SupershareOption
- Implementation:Interpretml Interpret Bridge
- Implementation:FlowiseAI Flowise OrgWorkspaceBreadcrumbs
- Implementation:SeldonIO Seldon core Hodometer Collect
Heuristics
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Apache Airflow Scheduler Performance Tuning
Environments
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Allenai Open instruct Beaker Cluster