Udemy – LEARNING PATH: Python: Advanced Machine Learning with Python 2018-2

LEARNING PATH: Python: Advanced Machine Learning with Python, Packt’s Video Learning Paths are a series of individual video products put together in a logical and stepwise manner such that each video builds on the skills learned in the video before it. Machine learning and data science are some of the top buzzwords in the technical world today. Machine learning – the application and science of algorithms that makes sense of data, is the most exciting field of all the computer sciences! The resurgent interest in machine learning is due to the same factors that have made data science more popular than ever. We are living in an age where data comes in abundance; using the self-learning algorithms from the field of machine learning, you can turn this data into knowledge. Machine learning gives you unimaginably powerful insights into data. Python has topped the charts in the recent years over other programming languages.

The usage of Python is such that it cannot be limited to only one activity. Its growing popularity has allowed it to enter into some of the most popular and complex processes such as artificial intelligence, machine learning, natural language processing, data science, and so on. Let’s take a quick look at your learning journey. This Learning Path is your entry point to machine learning. It starts with an introduction to machine learning and Python language. You’ll learn the important concepts such as exploratory data analysis, data preprocessing, feature extraction, data visualization and clustering, classification, regression, and model performance evaluation. With the help of the various projects included, you’ll acquire the mechanics of several important machine learning algorithms. You’ll also be guided step-by-step to build your own models from scratch. You’ll learn to tackle data-driven problems and implement your solutions with the powerful yet simple Python language.

What you’ll learn

• Take the advantage of the power of Python to handle data extraction and manipulation
• Delve into the world of analytics to predict accurate situations
• Implement machine learning classification and regression algorithms from scratch with Python
• Evaluate the performance of a machine learning model and optimize it
• Explore and use Python’s impressive machine learning ecosystem
• Successfully evaluate and apply the most effective models to problems
• Learn the fundamentals of NLP—and put them into practice
• Visualize data for maximum impact and clarity
• Deploy machine learning models using third-party APIs
• Get to grips with feature engineering

Who this course is for

• This Learning Path is a captivating journey that starts from the very basics and gradually picks up pace as the story unfolds. Each concept is first succinctly defined in the larger context of things, followed by a detailed explanation of their application.
• Every concept is explained with the help of a project that solves a real-world problem and involves hands-on work, giving you a deep insight into the world of machine learning. It is also a combination of six independent projects, each taking a unique dataset, a different problem statement, and a different solution.

Specificatoin of LEARNING PATH: Python: Advanced Machine Learning with Python

• Publisher : Udemy
• Teacher : Packt Publishing
• Language : English
• Level : Intermediate
• Number of Course : 71
• Duration : 7 hours and 51 minutes

Content of LEARNING PATH: Python: Advanced Machine Learning with Python

Requirements

• Working knowledge of Python is needed
• Basic knowledge of Math and Statistics is also needed

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Subtitle : English

Quality: 720p

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709 MB