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1,118
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:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Apache Druid Visual Data Exploration
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Microsoft Playwright API testing
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Apache Paimon Lance Format Analytics
Principles
- Principle:Isaac sim IsaacGymEnvs Hierarchical Reinforcement Learning
- Principle:MarketSquare Robotframework browser Installation Path Selection
- Principle:Ollama Ollama ImageGeneration
- Principle:Openai Openai agents python Usage Tracking
- Principle:ClickHouse ClickHouse Third Party Dependency Management
- Principle:Apache Kafka Release Branch Preparation
- Principle:NVIDIA NeMo Curator Image Deduplication
- Principle:Webdriverio Webdriverio Configuration Design
- Principle:VainF Torch Pruning BN Scale Regularization
- Principle:Openai Whisper Decoding Configuration
Implementations
- Implementation:Facebookresearch Audiocraft MultiPeriodDiscriminator
- Implementation:Openai Openai node Embeddings Resource
- Implementation:Google deepmind Dm control MuJoCo Profiling Wrapper
- Implementation:Kornia Kornia ONNXSequential Export
- Implementation:NVIDIA NeMo Curator CommonCrawl Extractor
- Implementation:Pyro ppl Pyro Messenger Base
- Implementation:Speechbrain Speechbrain Train IWSLT22 SAMU
- Implementation:BerriAI Litellm Fallback Utils
- Implementation:Ggml org Llama cpp Android InferenceEngine
- Implementation:Diagram of thought Diagram of thought LLM Response Capture
Heuristics
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
Environments
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Lance format Lance Python Environment
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Evidentlyai Evidently Spark Engine Environment