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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:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Rapidsai Cuml GPU Clustering
Principles
- Principle:Mistralai Client python Azure Client Initialization
- Principle:Facebookresearch Habitat lab Policy Network Initialization
- Principle:Iterative Dvc Version Management
- Principle:Tencent Ncnn Calibration Dataset Preparation
- Principle:Infiniflow Ragflow Task Queue Consumption
- Principle:MarketSquare Robotframework browser Browser Context Lifecycle
- Principle:Axolotl ai cloud Axolotl Sequence Packing
- Principle:Pyro ppl Pyro Coalescent Process
- Principle:Ggml org Llama cpp Terminal IO
- Principle:ClickHouse ClickHouse IEEE754 Float Decomposition
Implementations
- Implementation:Huggingface Datasets DatasetBuilder Download and Prepare
- Implementation:FlowiseAI Flowise Sidebar
- Implementation:Tensorflow Tfjs Padding Layers
- Implementation:Rapidsai Cuml Traversal Forest
- Implementation:Pyro ppl Pyro Config Enumerate
- Implementation:Helicone Helicone Prompt Templates
- Implementation:ArroyoSystems Arroyo Schema Editor
- Implementation:Microsoft Semantic kernel OrchestrationResult GetValueAsync
- Implementation:Apache Druid DestinationPagesPane
- Implementation:Open compass VLMEvalKit MMBenchVideo
Heuristics
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Dagster io Dagster Retry Strategy Configuration
Environments
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment