InLevel Up CodingbyArmin Norouzi, Ph.DEnhancing User Experience and Ethical Practices in Machine LearningEnhance ML user experience consistently, streamline cross-functional team efforts, and ensure ethical AI practices for better trust and…Dec 15, 2024Dec 15, 2024
InLevel Up CodingbyArmin Norouzi, Ph.DOvercoming ML Production Challenges: Production Failures and Managing Data Distribution ShiftsDiscover why ML models fail in production, explore data distribution shifts, and learn effective monitoring to maintain model performance.Dec 12, 2024Dec 12, 2024
InLevel Up CodingbyArmin Norouzi, Ph.DOptimizing Machine Learning Infrastructure: Efficient Storage, Scalable Compute, and Streamlined…Learn how to optimize ML infrastructure with efficient data storage, scalable compute resources, and streamlined development environments…Dec 12, 2024Dec 12, 2024
InArtificial Intelligence in Plain EnglishbyArmin Norouzi, Ph.DContinual Learning in Machine Learning: Real-time Updates for Dynamic DataThis chapter explores continual learning, updating models to adapt to data shifts efficiently, and highlighting stateful training…Dec 9, 2024Dec 9, 2024
InLevel Up CodingbyArmin Norouzi, Ph.DMachine Learning Model DeploymentExplore the complexities of deploying ML models, compare batch vs. online predictions, and optimization techniques for fast inference…Dec 3, 2024Dec 3, 2024
InLevel Up CodingbyArmin Norouzi, Ph.DAdvanced Techniques for Machine Learning Model Development, Training, and Offline EvaluationDiscover critical strategies for optimizing machine learning models, covering development, training, and offline evaluation techniques.Dec 2, 2024Dec 2, 2024
InLevel Up CodingbyArmin Norouzi, Ph.DOptimizing ML Performance: The Crucial Role of Feature EngineeringInvesting in feature engineering is essential for effective ML systems. Feature engineering, often requiring domain expertise, should…Nov 28, 20243Nov 28, 20243
InLevel Up CodingbyArmin Norouzi, Ph.DData Handling for ML Model Training: Techniques and Best PracticesLearn key strategies in data handling for machine learning projects, addressing challenges like bias, sampling, and labelling to boost…May 13, 2024May 13, 2024
InLevel Up CodingbyArmin Norouzi, Ph.DData Engineering: Enhancing Insights and Efficiency of Data SourcesLearn to optimize sources, serialization formats, and storage strategies to maximize data efficiencyApr 22, 2024Apr 22, 2024
InLevel Up CodingbyArmin Norouzi, Ph.DNavigating ML Objectives: From Data to ImpactAlign ML with business goals, ensure system robustness, and navigate the data vs. design debate for success.Apr 4, 2024Apr 4, 2024
InLevel Up CodingbyArmin Norouzi, Ph.DExploring Machine Learning Systems: A Comprehensive Guide for Real-World ChallengesExplore the essentials of deploying ML models in real-world settings with ‘Designing Machine Learning Systems’ — your guide to ML beyond…Mar 26, 2024Mar 26, 2024
