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Machine Learning, Data Science and Generative AI with Python Specialization

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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.

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Get in-depth knowledge of a subject
Intermediate level

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1 month at 10 hours a week
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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

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Taught in English
Recently updated!

August 2025

20 practice exercises

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  • 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

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

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

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

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

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

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Instructor

Packt - Course Instructors
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