Packt
Machine Learning, Data Science and Generative AI with Python Specialization
Packt

Machine Learning, Data Science and Generative AI with Python Specialization

Master AI and Data Science with Python. Learn machine learning, AI deployment, and data science with Python and advanced tools.

Included with Coursera Plus

Get in-depth knowledge of a subject
Intermediate level

Recommended experience

1 month at 10 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

1 month at 10 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers

What you'll learn

  • Gain proficiency in supervised and unsupervised machine learning algorithms using Python.

  • Learn to build and deploy generative models such as GANs and VAEs for image and text generation.

  • Master the transformer architecture and fine-tune models like GPT for specific tasks.

  • Explore big data techniques using Apache Spark and create scalable machine learning models.

Overview

What’s included

Shareable certificate

Add to your LinkedIn profile

Taught in English
Recently updated!

August 2025

20 practice exercises

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from Packt

Specialization - 3 course series

What you'll learn

  • Master Python for data analysis and machine learning, including key libraries like Pandas and Seaborn.

  • Apply statistical methods to real-world datasets, including mean, median, and probability distributions.

  • Build and evaluate predictive models using linear, polynomial, and multiple regression.

  • Implement machine learning algorithms such as decision trees, Naive Bayes, and support vector machines.

Skills you'll gain

Machine Learning, Data Science, Python Programming, Seaborn, Regression Analysis, Matplotlib, Unsupervised Learning, Predictive Modeling, Supervised Learning, Decision Tree Learning, Probability & Statistics, Statistical Analysis, AI Personalization, Pandas (Python Package), NumPy, Feature Engineering, Statistical Modeling, Scikit Learn (Machine Learning Library), Data Visualization, and Data Analysis

What you'll learn

  • Gain expertise in dimensionality reduction and Principal Component Analysis (PCA).

  • Learn how to apply reinforcement learning techniques to real-world problems.

  • Understand how to evaluate machine learning models using metrics like precision, recall, and ROC.

  • Explore advanced deep learning models such as CNNs, RNNs, and transfer learning for various applications.

Skills you'll gain

Artificial Neural Networks, Deep Learning, Tensorflow, Keras (Neural Network Library), Data Cleansing, Reinforcement Learning, Dimensionality Reduction, Machine Learning Algorithms, Applied Machine Learning, Apache Spark, A/B Testing, Statistical Hypothesis Testing, Machine Learning Software, Artificial Intelligence, Machine Learning, Big Data, Data Processing, Data Ethics, MLOps (Machine Learning Operations), and Supervised Learning

What you'll learn

  • Understand and implement generative models like VAEs and GANs for synthetic data generation.

  • Dive deep into Transformer architecture, GPT, and ChatGPT for language-based AI applications.

  • Master fine-tuning and transfer learning techniques for personalized AI solutions.

  • Apply Retrieval Augmented Generation (RAG) and LLM Agents to create advanced AI applications.

Skills you'll gain

Large Language Modeling, LLM Application, Generative AI, ChatGPT, Generative Model Architectures, Deep Learning, OpenAI, Applied Machine Learning, Machine Learning Algorithms, Natural Language Processing, Application Programming Interface (API), Generative AI Agents, Prompt Engineering, and Prompt Patterns

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

Packt - Course Instructors
Packt
1,035 Courses244,417 learners

Offered by

Packt

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