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AI Product Manager Explorer · LearnSpace
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courseraПрограммирование

AI Product Manager Explorer

Курс от Packt
Средний≈ 16.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. Gain hands-on experience with Python programming, machine learning algorithms, and AI agent development. Start with Python basics, including data structures and file handling, and then move on to machine learning techniques such as regression, classification, and model evaluation. You'll also explore feature engineering, hyperparameter tuning, and AI agent frameworks like AutoGPT, IBM Bee, and LangGraph. By completing mini-projects and real-world case studies, you'll deepen your understanding of AI product management. The course concludes with creating and deploying GPTs to the ChatGPT Store, allowing you to apply your knowledge in business, healthcare, and robotics applications. Ideal for aspiring AI product managers, Python developers, and machine learning enthusiasts, this intermediate-level course requires a basic understanding of programming and machine learning concepts.

Навыки, которые вы освоите

Model EvaluationFeature EngineeringPython ProgrammingData PreprocessingArtificial IntelligenceGenerative AI AgentsSupervised LearningApplied Machine LearningMachine Learning AlgorithmsMachine LearningBeeAIProduct ManagementAgentic systemsAgentic WorkflowsLangGraphAI Product StrategyOpenAIChatGPTMachine Learning MethodsArtificial Intelligence and Machine Learning (AI/ML)

Программа курса

8 модулей · 70 учебных материалов

01Introduction to Course and Instructor2 материалов

Introduction to Course and Instructor

What You'll Learn in the AI Product Manager Explorer Certificate CourseВидеоFull Course ResourcesЧтение
02Python Programming Basics9 материалов

Python Programming Basics

Day 1: Introduction to Python and Development SetupВидео

Учитесь у экспертов

Packt - Course Instructors

Преподаватель курса

AI Product Manager Explorer
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 16.1 ч

8 модулей

Язык: Английский

Часть программы вашего университета
Day 2: Control Flow in PythonВидео
Day 3: Functions and ModulesВидео
Day 4: Data Structures (Lists, Tuples, Dictionaries, Sets)Видео
Day 5: Working with StringsВидео
Day 6: File HandlingВидео
Day 7: Pythonic Code and Project WorkВидео
Foundations of Python for AI: Interactive Recap and ApplicationDIALOGUE
Python Programming Basics - AssessmentЗадание
03Introduction to Machine Learning9 материалов

Introduction to Machine Learning

Day 1: Machine Learning Basics and TerminologyВидеоDay 2: Introduction to Supervised Learning and Regression ModelsВидеоDay 3: Advanced Regression Models – Polynomial Regression and RegularizationВидеоDay 4: Introduction to Classification and Logistic RegressionВидеоDay 5: Model Evaluation and Cross-ValidationВидеоDay 6: k-Nearest Neighbors (k-NN) AlgorithmВидеоDay 7: Supervised Learning Mini ProjectВидеоMachine Learning Foundations: Key Concepts and Hands-On PracticeDIALOGUEIntroduction to Machine Learning - AssessmentЗадание
04Feature Engineering and Model Evaluation9 материалов

Feature Engineering and Model Evaluation

Day 1: Introduction to Feature EngineeringВидеоDay 2: Data Scaling and NormalizationВидеоDay 3: Encoding Categorical VariablesВидеоDay 4: Feature Selection TechniquesВидеоDay 5: Creating and Transforming FeaturesВидеоDay 6: Model Evaluation TechniquesВидеоDay 7: Cross-Validation and Hyperparameter TuningВидеоEvaluating and Tuning Machine Learning Models with Cross ValidationDIALOGUEFeature Engineering and Model Evaluation - AssessmentЗадание
05AI Agents for Beginners25 материалов

AI Agents for Beginners

Understanding AI Agents - How AI Agents FunctionВидеоIntroduction to AI AgentsВидеоTypes of AI AgentsВидеоTechnologies Behind AI Agents - Machine Learning and AI AgentsВидеоNatural Language Processing in AI AgentsВидеоAI Agents in RoboticsВидеоAI Agent Frameworks & Architectures - AI Agent Development FrameworksВидеоOverview of AutoGPT for AI AgentsВидеоIBM Bee Framework for AI AgentsВидеоLangGraph for Stateful AI AgentsВидеоCrewAI for Collaborative AI AgentsВидеоApplications of AI Agents - AI Agents in Business OperationsВидеоAI Agents in HealthcareВидеоAI Agents in Financial SystemsВидеоAI Agents in EntertainmentВидеоAI Agents in Smart Homes and IoTВидеоFuture Trends and Ethical Implications - The Future of AI AgentsВидеоEthics in AI Agent DevelopmentВидеоLegal and Regulatory Challenges for AI AgentsВидеоBroader Impact of AI Agents - Social and Economic Impacts of AI AgentsВидеоAI Agents and Human CollaborationВидеоThe Role of AI Agents in Scientific ResearchВидеоAI Agents in Public Safety and National DefenseВидеоUnderstanding Types of AI Agents: Reactive, Deliberative, Hybrid, and LearningDIALOGUEAI Agents for Beginners - AssessmentЗадание
06AI Agents: A Comprehensive Overview8 материалов

AI Agents: A Comprehensive Overview

Hands-on AutoGen | IBM Bee | LangGraph | CrewAI | AutoGPTВидеоHands-on AutoGenВидеоHands-on IBM Bee FrameworkВидеоHands-on LangGraphВидеоHands-on CrewAIВидеоHands-on AutoGPTВидеоIntroduction to AI Agents and FrameworksDIALOGUEAI Agents: A Comprehensive Overview - AssessmentЗадание
07Creating and Publishing GPTs to ChatGPT Store5 материалов

Creating and Publishing GPTs to ChatGPT Store

Creating and Publishing GPTs to ChatGPT Store Part 1ВидеоCreating and Publishing GPTs to ChatGPT Store Part 2ВидеоCreating and Publishing GPTs to ChatGPT Store Part 3ВидеоCreating and Publishing Custom GPTs in ChatGPT StoreDIALOGUECreating and Publishing GPTs to ChatGPT Store - AssessmentЗадание
08Congratulations3 материалов

Congratulations

Congratulations and Best of LuckВидеоFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание