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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:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
Principles
- Principle:Tensorflow Serving REST Inference Execution
- Principle:Explodinggradients Ragas Multi Turn Evaluation Schema
- Principle:Vllm project Vllm Speculative Method Selection
- Principle:LaurentMazare Tch rs Custom Dataset Loading
- Principle:MarketSquare Robotframework browser Navigation Aware Waiting
- Principle:Mlc ai Web llm Engine Creation
- Principle:Zai org CogVideo Optical Flow Estimation
- Principle:Eventual Inc Daft Column Transformation
- Principle:HKUDS AI Trader Benchmark Index Analysis
- Principle:OpenGVLab InternVL Mixed Preference Optimization
Implementations
- Implementation:Avhz RustQuant Black76 Model
- Implementation:Deepset ai Haystack SASEvaluator
- Implementation:DevExpress Testcafe Role
- Implementation:Treeverse LakeFS Java SDK RepositoriesApi
- Implementation:Risingwavelabs Risingwave MongoDbValidator
- Implementation:Arize ai Phoenix Legacy BedrockModel
- Implementation:Openai Openai python Response Usage Model
- Implementation:Explodinggradients Ragas Version Experiment Function
- Implementation:OpenGVLab InternVL Train Sampler Patch
- Implementation:Pyro ppl Pyro OMTMultivariateNormal
Heuristics
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Neuml Txtai Model Quantization Defaults
Environments
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Huggingface Datasets Image Dependencies
- Environment:Interpretml Interpret Visualization Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Recommenders team Recommenders Spark Environment