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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:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:VainF Torch Pruning Object Detection Pruning
Principles
- Principle:Confident ai Deepeval Answer Relevancy Evaluation
- Principle:Pola rs Polars Streaming Data Scanning
- Principle:Langgenius Dify Node Composition
- Principle:Haosulab ManiSkill Episode Initialization
- Principle:Togethercomputer Together python Dataset Validation
- Principle:Google deepmind Dm control RL Episode Loop
- Principle:Huggingface Transformers Inference Measurement
- Principle:Rapidsai Cuml Linear Model Fitting
- Principle:Lm sys FastChat Quantized Model Loading
- Principle:Online ml River Time Series Evaluation
Implementations
- Implementation:ArroyoSystems Arroyo Kafka Sink
- Implementation:Ucbepic Docetl Directive SwapWithCode
- Implementation:SeleniumHQ Selenium HasCasting
- Implementation:Microsoft Onnxruntime CgManifest
- Implementation:Trailofbits Fickling Is Likely Safe
- Implementation:Apache Druid FancyNumericInput
- Implementation:NVIDIA DALI GPU Affinity
- Implementation:FlowiseAI Flowise CreateDocumentStore
- Implementation:MaterializeInc Materialize MaterializeAdapter Relations
- Implementation:Scikit learn Scikit learn MulticlassUtils
Heuristics
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
Environments
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Sail sg LongSpec Inference Environment
- Environment:Online ml River Python Runtime Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Sgl project Sglang Kubernetes
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Apache Flink Node Build Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Explodinggradients Ragas Python Runtime Environment