Machine learning brings together computer science and statistics to build smart, efficient models. Using powerful techniques offered by machine learning, you’ll tackle data-driven problems. The effective blend of Machine Learning with Python, scikit-learn, and TensorFlow, helps in implementing solutions to real-world problems as well as automating analytical model. This comprehensive 3-in-1 course is your one-stop solution in mastering machine learning algorithms and their implementation. Learn the fundamentals of machine learning and build your own intelligent applications. Explore popular machine learning models including k-nearest neighbors, random forests, logistic regression, k-means, naive Bayes, and artificial neural networks Contents and Overview This training program includes 3 complete courses, carefully chosen to give you the most comprehensive training possible. This course will help you discover the magical black box that is Machine Learning by teaching a practical approach to modeling using Python, scikit-learn and TensorFlow. The first course, Step-by-Step Machine Learning with Python , covers easy-to-follow examples that get you up and running with machine learning. In this course, you’ll learn all the important concepts such as exploratory data analysis, data preprocessing, feature extraction, data visualization and clustering, classification, regression, and model performance evaluation. You’ll build your own models from scratch. The second course, Machine Learning with Scikit-learn , covers effective learning algorithms to real-world problems using scikit-learn. You’ll build systems that classify documents, recognize images, detect ads, and more. You’ll learn to use scikit-learn’s API to extract features from categorical variables, text and images; evaluate model performance; and develop an intuition for how to improve your model’s performance. The third course, Machine Learning with TensorFlow , covers hands-on examples with machine learning using Python. You’ll cover the unique features of the library such as data flow Graphs, training, and visualization of performance with TensorBoard—all within an example-rich context using problems from multiple sources.. The focus is on introducing new concepts through problems that are coded and solved over the course of each section. By the end of this training program you’ll be able to tackle data-driven problems and implement your solutions as well as build efficient models with the powerful yet simple features of Python, scikit-learn and TensorFlow. About the Authors Yuxi (Hayden) Liu is currently an applied research scientist focused on developing machine learning models and systems for given learning tasks. He has worked for a few years as a data scientist, and applied his machine learning expertise in computational advertising. He earned his degree from the University of Toronto, and published five first-authored IEEE transaction and conference papers during his research. His first book, titled Python Machine Learning By Example, was ranked the #1 bestseller in Amazon India in 2017. He is also a machine learning education enthusiast. Shams Ul Azeem is an undergraduate in electrical engineering from NUST Islamabad, Pakistan. He has a great interest in the computer science field, and he started his journey with Android development. Now, he’s pursuing his career in Machine Learning, particularly in deep learning, by doing medical-related freelancing projects with different companies. He was also a member of the RISE lab, NUST, and he has a publication credit at the IEEE International Conference, ROBIO as a co-author of Designing of motions for humanoid goalkeeper robots.

From this Basic course you are aware of very basic concepts about python programming language. We have 7+ years in python programming. Starts With very basic level. If you even don't have any programming knowledge that will be fine. You are able to learn every concept by an example. Today python has a grate demand in industry. So if you learn this language it will help you to get your dream job also! Python is a very easy to learn and powerful language. The size of the code is too small. If you want to build a simple Java or C program of Hello World it will take 6/7 line But in python it is just print "hello world!" Python setup Python IDE Variables Python Operators Arithemetic Operator Comparison Operator Assignment Operator Bitwise Operator Membership Operator Identity Operator If Statement If Else Statement Break & Continue Statement For Loop While Loop Home Assignment String Number List Dictionary Function Module Exception Home Assignment File Operation File Reading File Writing Appending File

With every business being penetrated by data, it’s even more important to move towards functional paradigms to tackle the side-effects of programming, making testing and debugging easier. This course will teach you how to deconstruct data structures and store variable bindings (with closures). You’ll also learn about strong typing, storage allocation, and whether to use boxed (pointer-to-value) or unboxed (value directly) representation using functional programming. This fast-paced actionable guide offers seven 30-minute lessons, each followed by a practical exercise to get you up and running. By the end, you’ll be well-equipped with programming concepts that enable robust functional programming, taking you one step closer to proficient programming in Python. About the Author Mohammed Kashif is working as a Data Scientist at Nineleaps, India, dealing mostly with graph data analysis. Prior to this, he was working as a Python developer at Qualcomm. He completed his master's degree in computer science from IIIT Delhi, with specialization in data engineering. His areas of interests include recommender systems, NLP and graph analytics. In his spare time, he likes to solve questions on StackOverflow and help debug other people out of their misery. He is also an experienced teaching assistant with a demonstrated history of working in the higher education industry.

Interested in the field of Machine Learning? Then this course is for you! This course has been designed by two professional Data Scientists so that we can share our knowledge and help you learn complex theory, algorithms, and coding libraries in a simple way. We will walk you step-by-step into the World of Machine Learning. With every tutorial, you will develop new skills and improve your understanding of this challenging yet lucrative sub-field of Data Science. This course is fun and exciting, but at the same time, we dive deep into Machine Learning. It is structured the following way: Part 1 - Data Preprocessing Part 2 - Regression: Simple Linear Regression, Multiple Linear Regression, Polynomial Regression, SVR, Decision Tree Regression, Random Forest Regression Part 3 - Classification: Logistic Regression, K-NN, SVM, Kernel SVM, Naive Bayes, Decision Tree Classification, Random Forest Classification Part 4 - Clustering: K-Means, Hierarchical Clustering Part 5 - Association Rule Learning: Apriori, Eclat Part 6 - Reinforcement Learning: Upper Confidence Bound, Thompson Sampling Part 7 - Natural Language Processing: Bag-of-words model and algorithms for NLP Part 8 - Deep Learning: Artificial Neural Networks, Convolutional Neural Networks Part 9 - Dimensionality Reduction: PCA, LDA, Kernel PCA Part 10 - Model Selection & Boosting: k-fold Cross Validation, Parameter Tuning, Grid Search, XGBoost Moreover, the course is packed with practical exercises that are based on real-life examples. So not only will you learn the theory, but you will also get some hands-on practice building your own models. And as a bonus, this course includes both Python and R code templates which you can download and use on your own projects. Important updates (June 2020): CODES ALL UP TO DATE DEEP LEARNING CODED IN TENSORFLOW 2.0 TOP GRADIENT BOOSTING MODELS INCLUDING XGBOOST AND EVEN CATBOOST!

If you're an office worker, student, administrator, or just want to become more productive with your computer, programming will allow you write code that can automate tedious tasks. This course follows the popular (and free!) book, Automate the Boring Stuff with Python. Automate the Boring Stuff with Python was written for people who want to get up to speed writing small programs that do practical tasks as soon as possible. You don't need to know sorting algorithms or object-oriented programming, so this course skips all the computer science and concentrates on writing code that gets stuff done. This course is for complete beginners and covers the popular Python programming language. You'll learn basic concepts as well as: Web scraping Parsing PDFs and Excel spreadsheets Automating the keyboard and mouse Sending emails and texts And several other practical topics By the end of this course, you'll be able to write code that not only dramatically increases your productivity, but also be able to list this fun and creative skill on your resume.

If you want to get started programming in Python , you are going to LOVE this course! This course is designed to fully immerse you in the Python language, so it is great for both beginners and veteran programmers! Learn Python as Nick takes you through the basics of programming, advanced Python concepts, coding a calculator, essential modules, creating a "Final Fantasy-esque" RPG battle script, web scraping, PyMongo, WebPy development, Django web framework, GUI programming, data visualization, machine learning, and much more! We are grateful for the great feedback we have received! "This course it great. Easy to follow and the examples show how powerful python can be for the beginner all the way to the advanced. Even if the RPG may not be your cup of tea it shows you the power of classes, for loops, and others!" "Good course even for non-programmers too." "It's really well explained, clear. Not too slow, not too fast." "Very thorough, quick pace. I'm learning A TON! Thank you :)" "Good explanation, nice and easy to understand. Great audio and video quality. I have been trying to get into Python programming for some time; still a long way to go, but so far so good!" The following topics are covered in this course: Programming Basics Python Fundamentals JavaScript Object Notation (JSON) Web Scraping PyMongo (MongoDB) Web Development Django Web Framework Graphical User Interface (GUI) Programming (PyQt) Data Visualization Machine Learning This course is fully subtitled in English ! Thank you for taking the time to read this and we hope to see you in the course!

Welcome to the Complete Python Course! *** Fully updated for 2020 *** The course covers every major Python topic (including Object-Oriented Programming, Web Scraping, and even GUI development), and now includes even more content...! NEW CONTENT: Control your browser using Selenium, to scrape websites or even fill in forms! Learn to interact with REST APIs and build a currency exchange program Create desktop GUIs using Tkinter, so your users can work with your applications very easily Start working with unit testing in Python by learning about the unittest library We've also completely re-recorded the course's introductory Python material... so it’s even clearer and more straightforward! This course will take you from beginner to expert in Python, easily and smartly. We've crafted every piece of content to be concise and straightforward, while never leaving you confused. This course will dive right into Python and get you productive from the very beginning. This is the best investment you can make in your Python journey. Why Learn Python? Over the last few years, Python has become more and more popular. Demand for Python is booming in the job market and it is a skill that can help you enter some of the most exciting industries , including data science, web applications, home automation and many more. Python is one of the "most loved” and “most wanted” programming languages according to recent industry surveys. If people are not using Python already, they want to start using Python. This course will make it easy for you to learn Python and get ahead of your competition. Why Choose THIS Course? You will: Get a broader and deeper experience in Python than with any other Udemy course on the market. Start at zero and become an expert whilst learning all about the inner workings of Python. Learn how to write professional Python code like a professional Python developer. Develop a long-lasting love for Python and programming by creating good programming habits . Explore the wider possibilities of what you can do with Python, including databases, web development and web scraping . Become job-ready by learning about best practices, Selenium, unit testing, and all of the major Python topics. Who Is This Course For? Beginners who have never programmed before. Programmers with experience in other languages who want to kickstart their Python programming. Programmers who know some Python but want to round off their skills and become truly proficient. What Am I Going to Get From This Course? Lifetime access to over 250 lectures covering all aspects of Python, from the foundations to advanced concepts. An interactive screencast video from every lecture AND complete, written notes and code for you to read and refer back to you as you progress through the course. Milestone projects for you to complete throughout the course. These provide a challenge and an opportunity for you to apply what you've learned. We always go over the code after to show you how we would tackle them. Guidance on common pitfalls and best practices including how to make your code "Pythonic" (looking like professional code), Object-Oriented Programming, database interactions, and more. Quizzes and tests for you to check your understanding. High-quality help and support. In the last year alone we've answered over 3000 student questions. We don’t leave a single question unanswered. You'll have 30 days to change your mind and get your money back, with absolutely no questions asked AND you'll get to keep all the course notes and code as a thank you for trying the course out. Don't Wait! Join the Course and Begin Coding in Python today!

This course is directed at professional Accountants who are already skilled in Microsoft Excel. As such we will often reference how excel works and try to translate that into Python. This course is not designed to teach you everything about Python. The course will skip over many aspects of Python that are not necessary for accountants. If you're looking to geek out on Python and learn every aspect of the language this course is not for you. What this course is: This course will give you the basic to start your journey learning Python. Learning Python will transform you into the most efficient accountant your company has ever seen. This course will teach you critical aspects of Python that accountants need to know without wasting your time. In my journey to learn Python and create this course I've done the following: Spent hundreds of hours going through tutorials where only 15% of the information was relevant to accountant Spent thousands of dollars paying full blown software engineers to tutor me where every tutorial fell short Painstakingly failed countless number of times before finding the "right" way to do almost every accounting tasks Spent all my nights and weekends for months compiling everything I've learned Wrote and rewrote every lesson until I felt they had everything you need without wasting time on things you don't Now you can learn python in a relevant way that impacts your job performance faster.

Learn Python 3 and acquire employers' one of the most requested skills of 21st Century! An expert level Python Professional can earn minimum $100000 (that's five zeros after 1) in today's economy. This is the most comprehensive, yet straight-forward course for the Python 3 on Udemy! Whether you have never worked with Python before, already know basics of Python, or want to learn the advanced features of Python 3, this course is for you! In this course we will teach you Python 3, Jupyter, pillow, turtle, and pygame. (Note, we also provide you PDFs, Python 3 code files, and Jupyter Notebooks in case you need them) With over 50 lectures and more than 6.5 hours of video this comprehensive course leaves no stone unturned in teaching youPython 3, Pandas with pygame, turtle, and pillow! This course will teach you Python 3 in a very practical manner, with every lecture comes a programming video and a corresponding Jupyter notebook that has Python 3 code! Learn in whatever manner is the best for you! We will start by helping you get Python3 and other libraries installed on your Windows computer and Raspberry Pi. We cover a wide variety of topics, including: Installation of Python 3 on Windows Setting up Raspberry Pi Tour of Python 3 environment on Raspberry Pi Jupyter installation and basics turtle programming with recursion Image processing with Pillow Game programming with pygame GUI with Tkinter Text based adventure game programming You will get lifetime access to over 50 lectures plus corresponding PDFs, Image Datasets, and the Jupyter notebooks for the lectures! So what are you waiting for? Learn Python 3 in a way that will advance your career and increase your knowledge, all in a fun and practical way!

Start coding in Python immediately! If you are a beginner in Programming, then this course will help you learn Python Programming fast. Python is an incredibly efficient language: your programs will do more in fewer lines of code than many other languages would require. It is also used in scientific fields for academic research and applied work. My goal was to create a Course for people of any age who have never programmed in Python before or have never programmed at all, so you can build programs that work. The course is full of examples and projects that are carefully chosen to demonstrate each concept so that you can gain a deeper understand of the language. It is designed to serve as a single, all-inclusive learning resource for all Python newcomers, whether they will be using Python 2.X, Python 3.X, or both Python Programming for Beginners is also perfect for middle school and high school teachers who want to offer their students a project-based introduction to programming. Are you looking to learn practical Python Programming you can put to use instantly? If so, then this is the course for you. It’s entirely project based and it’s full of examples which are fully explained and easy to understand. It has been recorder in full HD 1080p. If you get stacked don’t worry. I have fast and fully support through the discussion board. And if you don’t like the course simply return it. There is a 30-day money back guarantee. At the end of this Python class you will be given a Certificate of Completion. Python is a great language to learn, so enroll in this course and let’s get started!