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Regression Modeling with Statistics and Machine Learning in Python [Video]
Minerva Singh
9781839215346 Packt Course Length: 6 hours 8 minutes (31 Dec 2019)
Video Overview:
This course is your one-shot guide to statistical and machine learning analysis. This course will teach you regression analysis (for both statistical data analysis and machine learning) in Python—all in a practical, hands-on way.
Specifically, the course will:
• Take you from a basic level of statistical knowledge to a level where you can perform some of the most common advanced regression analysis-based techniques
• Equip you to use Python to perform various statistical and machine learning data analysis tasks
• Introduce you in a hands-on way to some of the most important statistical and machine learning concepts, so you can apply them to practical data analysis and interpretation
You will get a strong background in some of the most important statistical and machine learning concepts and their applications in regression analysis. You will be able to decide which regression analysis techniques are best suited for answering your research questions and most applicable to your data; then you'll interpret the results.
This is a practical, hands-on course—we spend time dealing with some theoretical concepts related to both statistical and machine learning regression analysis.
All the codes and supporting files for this course are available at - https://github.com/PacktPublishing/Regression-Modeling-With-Statistics-and-Machine-Learning-in-Python
Project-Based Python Programming For Kids and Beginners [Video]
Minerva Singh
9781800204782 Packt Course Length: 5 hours 0 minutes (31 Dec 2019)
Video Overview:
Coding for beginners and kids is now made exciting and easy. Learn to code fun games, graphics and graphical user interfaces (GUIs) in Python, one of the most powerful programming languages known for its speed, flexibility, and ease-of-use. The Python coding language integrates well with other platforms and runs on almost all modern devices. This OSI-approved open-source language allows free use and distribution (including commercial distribution).
This course helps you delve into the graphics and UX (user experience) aspects of Python. You’ll get up to speed with this computer language in a hands-on manner by drawing shapes, coding a simple game, and designing GUIs (graphical user interfaces), including a functional GUI for a temperature converter app. The course will also guide you through analyzing scientific and statistical data. As you advance, you’ll get to grips with developing educational software. In addition to this, you’ll gain comprehensive insights into accessing and organizing databases, along with understanding how to manage networks.
By the end of this course, you will be well-versed with using not only Python 2 but Python 3 as well for designing immersive games and developing interactive applications and websites.
All the codes and supporting files for this course are available at - https://github.com/PacktPublishing/Project-Based-Python-Programming-For-Kids-and-Beginners
PyTorch Bootcamp for Artificial Neural Networks and Deep Learning Applications
Minerva Singh
ISBN 13: 9781839218897 Packt Course Length: 3 hours 15 minutes (Dec 2019)
Video Overview:
Hands-on PyTorch boot camp for Artificial Intelligence applications with artificial neural networks and deep learning
Master the latest and hottest deep learning frameworks (PyTorch) for Python data science
This course is your complete guide to practical machine learning and deep learning using the PyTorch framework in Python and covers the important aspects of PyTorch. If you take this course, you'll have no need to take other courses or buy books on PyTorch.
In this age of big data, companies across the Globe use Python to sift through the avalanche of information at their disposal; the advent of frameworks such as PyTorch is revolutionizing deep learning.
By gaining proficiency in PyTorch, you can give your company a competitive edge and take your career to the next level.
Functional Programming in Python
Martin McBride
ISBN 13: 9781800200661 Packt Course Length: 3 hours 16 minutes (28 Nov 2019)
Video Overview:
Learn functional programming concepts and techniques to build Python applications
Python supports four programming paradigms – imperative, procedural, object-oriented, and functional. Of these, functional programming is probably the least understood and the least used. This book covers several topics that are directly and indirectly related to functional programming.
With this book, you’ll have all the knowledge you need for developing your applications with functional programming in Python.
Migrating from R to Python for Data Analysis
Rajat Jatana
ISBN 13: 9781838643690 Packt Course Length: 2 hours 57 minutes (31 Oct 2019)
Video Overview:
Migrate from R to Python to perform effective data analysis
R has been the go-to language in data science for the last decade. However, given the latest developments and enhancements in Python's capabilities and its numerous supportive libraries, Python has dethroned R and is the first choice for data science enthusiasts, especially those working on descriptive and prescriptive analytics.
With this course, you will be familiar with Python functions and will be able to transform your R code into Python with far fewer lines of code, better performance, and increased speed.
Python 3 For Offensive PenTest: A Complete Practical Course [Video]
Hussam Khrais
ISBN 13: 9781839212109 Packt Course Length: 4 hours 49 minutes (18 Oct 2019)
Video Overview:
Learn to use Python for ethical hacking and penetration testing.
Assume your target is running unpatched Windows XP, Anti-Virus is disabled, the firewall is turned off, IPS is not in place then you may (or not) get into a system! Does that sound like a real-world penetration test for you?
If you have ever attended an ethical hacking course that teaches you how to use some tools and how to click on some buttons, then you probably already know that being an advanced hacker needs more knowledge than clicking a few buttons as most of these tools will fail in a real-world scenario.
Whether you get bored from theory and basic courses which repeat the same tools and techniques over and over again and fail to teach you how to hack into even insecure systems, or you want to push your skills from beginner to the next level, then you have come to the right place!
There are quite a lot of people who call themselves hackers but, few have the solid skills to fit the definition, when other's tools fail, writing your own makes you a true hacker.
All the code files are placed at https://github.com/PacktPublishing/Python-3-For-Offensive-PenTest-A-Complete-Practical-Course