Packt
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.

Included with Coursera Plus

Get in-depth knowledge of a subject
Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

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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

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

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

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: Generative AI
Category: Large Language Modeling
Category: ChatGPT
Category: OpenAI
Category: Python Programming
Category: Artificial Intelligence
Category: Deep Learning
Category: Applied Machine Learning
Category: Machine Learning Algorithms
Category: Prompt Engineering
Category: Natural Language Processing
Category: Application Programming Interface (API)
Category: Artificial Intelligence and Machine Learning (AI/ML)

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Instructor

Packt - Course Instructors
Packt
850 Courses186,880 learners

Offered by

Packt

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