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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:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
Principles
- Principle:Neuml Txtai API Server Bootstrap
- Principle:Evidentlyai Evidently Drift Dataset Metrics
- Principle:ClickHouse ClickHouse Server Startup For Testing
- Principle:Alibaba ROLL LoRA Checkpoint Merging
- Principle:Turboderp org Exllamav2 Device Management
- Principle:Facebookresearch Audiocraft Temporal Conditioning Preparation
- Principle:Recommenders team Recommenders Data Loading MovieLens Spark
- Principle:Huggingface Transformers Quantized Inference
- Principle:Online ml River Online Linear Models
- Principle:Isaac sim IsaacGymEnvs Task Configuration Files
Implementations
- Implementation:NVIDIA DALI Kernel Base
- Implementation:Langchain ai Langgraph Pregel Get State History
- Implementation:Risingwavelabs Risingwave SinkFactory CreateWriter
- Implementation:Haosulab ManiSkill AI2THORSceneBuilder
- Implementation:Interpretml Interpret Synthetic Dataset Generation
- Implementation:Rapidsai Cuml Pairwise Kernels
- Implementation:Treeverse LakeFS Esti Test Utilities
- Implementation:Pola rs Polars DataFrame Sort by Time
- Implementation:Triton inference server Server Ensemble Test Validation
- Implementation:NVIDIA TransformerEngine CPU Offload V1
Heuristics
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Mistralai Client python Tool Docstring Requirement
Environments
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Vllm project Vllm Buildkite
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Volcengine Verl vLLM Rollout Environment