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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:Trailofbits Fickling Pickle Safety Analysis
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Fastai Fastbook Image Classification
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
Principles
- Principle:FlowiseAI Flowise Subscription Management
- Principle:Tensorflow Tfjs Weight Regularization
- Principle:Pyro ppl Pyro Data Provenance
- Principle:Triton inference server Server Repository Cloning
- Principle:Huggingface Alignment handbook Tokenizer Loading
- Principle:Junyanz Pytorch CycleGAN and pix2pix Image Saving
- Principle:DistrictDataLabs Yellowbrick Feature Importance Ranking
- Principle:Getgauge Taiko Gauge Specification Authoring
- Principle:Ggml org Llama cpp ModelLoading
- Principle:Datahub project Datahub Spark Event Interception
Implementations
- Implementation:Ggml org Ggml Cpu simd mappings
- Implementation:Run llama Llama index MultiModalEmbedding
- Implementation:Ollama Ollama Imagegen Safetensors Extractor
- Implementation:NVIDIA DALI CUDAEventPool
- Implementation:Langgenius Dify Embed Widget
- Implementation:Sgl project Sglang CPU Normalization
- Implementation:CARLA simulator Carla BlueprintLibrary Filter
- Implementation:NVIDIA TransformerEngine PyTorch Ext Activation
- Implementation:Tensorflow Serving PrometheusExporter GeneratePage
- Implementation:Avhz RustQuant Python Bindings
Heuristics
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
Environments
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Lance format Lance Python Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Apache Flink Java Build Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Huggingface Transformers BitsAndBytes Quantization Env