Teaching Python

Sean Tibor and Kelly Paredes
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Nov 28, 2019 • 16min

Episode 34: Bonus: Holiday Buying Guide

In celebration of the great retail holiday of Black Friday, Kelly and Sean share their holiday buying guide for computer science teachers, including 3d printers, #PythonHardware, and books. Also this week, Bob and Julian from the PyBites website are making their Newbie Bites 40% off, with half of the proceeds going to the Teaching Python podcast! Check it out on their latest newsletter postSupport Teaching PythonLinks:PocketLab — PocketLab Voyager, PocketLab Weather, and PocketLab One connect with a single button to a smart phone, tablet, Chromebook, or computer and instantly stream data that you can see and record. PocketLab has the same features as lab equipment that costs thousands of dollars but is low cost and intuitive to use.Circuit Playground Bluefruit - Bluetooth Low Energy ID: 4333 - $24.95 : Adafruit Industries, Unique & fun DIY electronics and kits — Circuit Playground Bluefruit is our third board in the Circuit Playground series, another step towards a perfect introduction to electronics and programming. We've taken the popular Circuit Playground Express and made it even better! Now the main chip is an nRF52840 microcontroller which is not only more powerful, but also comes with Bluetooth Low Energy support for wireless connectivity.Amazon.com: Monk Makes Electronic Starter Kit for Micro:bit: Camera & Photo — Learn electronics and coding with the micro:bit. Includes a 30-page instruction booklet with 7 projects. Control a light bulb and motor from your micro:bit and play sounds. Measure sound, temperature and light using your micro:bit Please note a micro:bit is NOT includedOriginal Prusa MINI - Prusa3d.com - Open-source 3D printers by Josef Prusa — Introducing our new compact 3D printer with all the bells and whistles you would expect from the creators of the award-winning original Prusa i3 MK2 and MK3S! The mini is a big printer in a compact body. We did our best to squeeze as many features into 349 USD / 379 EUR as possible. The Mini is great for beginners, companies looking to build a printing farm and 3D printing enthusiasts worldwide.Monoprice Voxel 3D Printer - Black/Gray with Removable Heated Build Plate (150 x 150 x 150 mm) Fully Enclosed, Touch Screen, 8Gb and Wi-Fi: Amazon.com: Industrial & Scientific — The Voxel is a unique, easy to use, beginner-friendly 3D printer that brings 3D printing to the masses with its simple menu system displayed on a 2.8" color IPS touch screen. The assisted leveling system reduces calibration to a single tap on the touch screen and the print nozzle can be swapped out in seconds, without the need for tools of any kind. It features 8GB of internal memory, a USB port, a Wi-Fi radio with a hotspot, and a built-in camera for monitoring print operations.Amazon.com: 5 Set STEM Kit,DC Motors Electronic Assembly Kit for Kids DIY STEM Toys Intro to Engineering, Mini Cars, Circuit Building DIY Science Experiments Projects for Boys and Girls: Toys & Games — This 5 model kit inspires young inventors to build their own cars and models. Children are happiest with their hands and minds are working together – they're having fun and they can showcase their creations.LEGO® Education SPIKE™ Prime Set by LEGO Education — The LEGO® Education SPIKE™ Prime Set is the go-to STEAM learning tool for grade 6-8 students. Combining colorful LEGO building elements, easy-to-use hardware, and an intuitive drag-and-drop coding language based on Scratch, SPIKE Prime continuously engages students through playful learning activities to think critically and solve complex problems, regardless of their learning level.Automate the Boring Stuff with Python, 2nd Edition: Practical Programming for Total Beginners: Al Sweigart: 9781593279929: Amazon.com: Books — The second edition of this best-selling Python book (100,000+ copies sold in print alone) uses Python 3 to teach even the technically uninclined how to write programs that do in minutes what would take hours to do by hand. There is no prior programming experience required and the book is loved by liberal arts majors and geeks alike.Python Crash Course, 2nd Edition: A Hands-On, Project-Based Introduction to Programming: Eric Matthes: 9781593279288: Amazon.com: Books — This is the second edition of the best selling Python book in the world. Python Crash Course, 2nd Edition is a straightforward introduction to the core of Python programming. Author Eric Matthes dispenses with the sort of tedious, unnecessary information that can get in the way of learning how to program, choosing instead to provide a foundation in general programming concepts, Python fundamentals, and problem solving. Pandas for Everyone: Python Data Analysis: Python Data Analysis (Addison-Wesley Data & Analytics Series): 9780134546933: Computer Science Books @ Amazon.com — Pandas for Everyone brings together practical knowledge and insight for solving real problems with Pandas, even if you’re new to Python data analysis. Daniel Y. Chen introduces key concepts through simple but practical examples, incrementally building on them to solve more difficult, real-world problems.House of Robots: James Patterson, Chris Grabenstein, Juliana Neufeld: 9780316346795: Amazon.com: Books — In this highly-illustrated series from James Patterson, an extraordinary robot signs up for an ordinary fifth grade class . . . and elementary school will never be the same!Frank Einstein and the Antimatter Motor (Frank Einstein series #1): Book One: Jon Scieszka, Brian Biggs: 9781419724923: Amazon.com: Books — Clever science experiments, funny jokes, and robot hijinks await readers in the first of six books in the New York Times bestselling Frank Einstein chapter book series from the mad scientist team of Jon Scieszka and Brian Biggs. The perfect combination to engage and entertain readers, the series features real science facts with adventure and humor, making these books ideal for STEM education. This first installment examines the science of “matter.”
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Nov 25, 2019 • 56min

Episode 33: Interview with Eric Matthes

Kelly and Sean interview Eric Matthes, author of Python Crash Course, about how he began programming, what led him to teaching, and the important lessons from Python to be learned both inside and outside of the classroom. This episode is sponsored by Real Python. As a special offer for listeners and friends of the show, you can get a free copy of the video course Cool New Things in Python 3.8 when you visit realpython.com/teachingpython. Note: there are a limited number of free copies available for the next few weeks, so get yours now!Special Guest: Eric Matthes.Sponsored By:Real Python: Visit realpython.com/teachingpython to get your FREE video course.Support Teaching PythonLinks:Python Crash Course, 2nd Edition: A Hands-On, Project-Based Introduction to Programming: Eric Matthes: 9781593279288: Amazon.com: Books — Second edition of the best selling Python book in the world. A fast-paced, no-nonsense guide to programming in Python. This book teaches beginners the basics of programming in Python with a focus on real projects.Python Crash Course Resources by ehmatthesPython Flash Cards: Syntax, Concepts, and Examples: Eric Matthes: 9781593278960: Amazon.com: Books — These colorful programming study cards help new Python coders drill and reinforce the concepts, syntax, and terminology they'll need to become successful professional programmers. Keep your coding skills sharp on the go! Python Flash Cards take a tried-and-tested method and give it a programming makeover. Eric Matthes, author of the best-selling Python Crash Course, distills essential Python programming knowledge into this 101-card deck you can use anywhere.
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Nov 20, 2019 • 44min

Episode 32: Teaching Python With TwilioQuest

This week, Kelly and Sean embark on a journey with Twilio Developer Evangelist Kevin Whinnery using TwilioQuest to learn more Python in the classroom. What is TwilioQuest? Learn to code and lead your intrepid crew on a mission to save The Cloud in TwilioQuest, a PC role-playing game inspired by classics of the 16-bit era. Free forever, and available now for Windows, Mac, and Linux. Players will learn how to code in Python, set up a developer environment, use Git to contrubute to open source projects, and access Twilio APIs to communicate using code. Support Teaching PythonLinks:TwilioQuest - Discover your power to change the world with code. — Learn to code and lead your intrepid crew on a mission to save The Cloud in TwilioQuest, a PC role-playing game inspired by classics of the 16-bit era. Free forever, and available now for Windows, Mac, and Linux.Kano PC | Learn — How to code your computer With simple steps, learn logic, Python and Javascript. Level up as you make art, games, and music. It's your first steps into making your own websites, games, and more.MECC - Wikipedia — The Minnesota Educational Computing Consortium (later Corporation), most commonly known as MECC, was an organization founded in 1973. The goal of the organization was to coordinate and provide computer services to schools in the state of Minnesota; however, its software eventually became popular in schools around the world.[1][2] MECC had its headquarters in the Brookdale Corporate Center in Brooklyn Center, Minnesota.[3][4][5]Oregon Trail, The : MECC : Free Borrow & Streaming : Internet Archive — As a covered wagon party of pioneers, you head out west from Independence, Missouri to the Willamette River and valley in Oregon. You first must stock up on provisions, and then, while traveling, make decisions such as when to rest, how much food to eat, etc. The Oregon Trail incorporates simulation elements and planning ahead, along with discovery and adventure, as well as mini-game-like activities (hunting and floating down the Dalles River).
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Nov 11, 2019 • 47min

Episode 31: The School of 2024

Can you belive it's only been five years since Alexa launched? Or that identifying birds in photos was considered a hard problem for machine learning? In this episode, Kelly and Sean discuss plausible trends in machine learning, artificial intelligence, augmented and virtual reality, and data science that we may see in schools by 2024. We focus on 5 areas from microscale in the classroom to macro across the entire educational system. Trends in the Computer Science classroom Integration into other subjects Reducing Teacher Workload For Student Access to Tools As a School-wide Initiative It's amazing to think that many problems in Machine Learning were considered hard just 5 years ago. What will the next 5 years bring?Sponsored By:Real Python: Sign up for an annual subscription with Real PythonSupport Teaching PythonLinks:Collapsing Sith Lightsaber (Removable Blade) by 3DPRINTINGWORLD - Thingiverse — This Lightsaber has a removable collapsing blade that can be printed separately in a different color. The hilt is designed with a screw on cap which allows the blade to be inserted after its printed. Prints without supports, but you will need a printer capable of printing the hilt 205mm tall.Becoming Homeless: A Human Experience | VHIL — The Fundamental Attribution Error, as coined by Stanford Psychologists, describes how we blame others when bad things happen to them, but blame the external situations when bad things happen to us. There is a misconception that losing one's home is due to who you are and the choices you make. Becoming Homeless: A Human Experience seeks to counter this irrational tendency.‎Socratic by Google on the App Store — Need to get unstuck? Socratic can help! This learning app, powered by Google AI, helps you understand your school work at a high school and university level. Ask Socratic a question and the app will find the best online resources for you to learn the concepts. Socratic supports most high school subjects, with more coming soon!Google Translate’s instant camera translation gets an upgrade — Google Translate allows you to explore unfamiliar lands, communicate in different languages, and make connections that would be otherwise impossible. One of my favorite features on the Google Translate mobile app is instant camera translation, which allows you to see the world in your language by just pointing your camera lens at the foreign text. Math Games | Mangahigh.com — Get your students excited, engaged and excelling at maths and coding! Adaptive quizzes, innovative games and social competitions Aligned to international curricula Real-time analytics with AI support for differentiationAmazon.com - Neato Botvac D4 Connect Blk - — rners, and corners are where the worst dirt hides. Our industry-leading design gets you a complete floor clean LaserSmart mapping - D4 technology intelligently navigates and maps your home, cleaning in straight lines instead of a random pattern -- so you never miss a spot Masterful on multiple surfaces - Neato D4 conquers any surface, from carpet, to hardwood, to kitchen tile. Intuitive operation and interface. Neato is simple to use. Our focus has always been on out-of-the-box, one-button, perfect cleaning. Clean winner in innovation. Get laser navigation, no-go lines, 70% bigger combo brush, smart-home interaction, app support, and most of all. . . real, autonomous, robotic vacuuming!Amazon.com: AWS DeepLens (2019 Edition) – deep learning-enabled video camera for developers: Amazon Devices — Learn the basics of deep learning - a machine learning technique that uses neural networks to learn and make predictions - through computer vision projects, tutorials, and real world, hands-on exploration with a physical device. AWS DeepLens lets you run deep learning models locally on the camera to analyze and take action on what it sees.Alexa in Education — Amazon Alexa is ushering in a new era of technology. One where students, educators, and parents can use their voice to interact with technology that deepens learning, provides access to critical information, and saves time. With Alexa, students can track upcoming events on their calendar, get study resources, or make an appointment with a guidance counselor – all without having to open their computer. Teachers can use Alexa to prepare for upcoming lessons, while administrators can quickly access important information like enrollment statistics.Raiders of the Pottery GAN: Using 3D Generative Adversarial Networks for Data Augmentation | SciPy - YouTube — Reassembly of 3D fragmented objects from a collection of hundreds of randomly mixed fragments is a problem that arises in several applied disciplines, such as archaeology, failure analysis, paleontology, etc. In this talk we will walk through the pipeline of 3D data generation in archaeological studies, from pre-processing of images, moving from 2D to 3D space, and finally the training and evaluation of generative adversarial networks in Python for 3D meshes corresponding to Iberian vessels. We will report several python libraries (scikit-image, pytorch, visdom, etc.) and how they are used in this particular pipeline. The main goal of augmenting our dataset in 3D is to perform fragment part identification and vessel reconstruction.The internet will continue to make life better | Pew Research Center — A large share of respondents predict enormous potential for improved quality of life over the next 50 years for most individuals thanks to internet connectivity, although many said the benefits of a wired world are not likely to be evenly distributed.Artificial Intelligence Applications to Support K–12 Teachers and Teaching: A Review of Promising Applications, Challenges, and Risks | RAND — Recent applications of artificial intelligence (AI) have been successful in performing complex tasks in health care, financial markets, manufacturing, and transportation logistics, but the influence of AI applications in the education sphere has been limited. However, that may be changing. In this paper, the author discusses several ways that AI applications can be used to support the work of K–12 teachers and the practice of teaching by augmenting teacher capacity rather than replacing teachers.
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Nov 5, 2019 • 56min

Episode 30: Teaching Adult Learners

In this episode, Kelly and Sean speak to Reuven Lerner about how to teach adult learners and people switching to Python from other languages. Reuven is a corporate trainer of Python and Data Science. He helps developers around the world learn how to code in Python. As fellow teachers, we dive into the similarities and differences of teaching adults versus students. What works? What is new and interesting? Our guest, Reuven Lerner, is a full-time Python trainer. In a given year, he teaches courses at companies in the United States, Europe, Israel, and China — as well as to people around the world, via his online courses. Reuven created one of the first 100 Web sites in the world just after graduating from MIT’s computer science department. He opened Lerner Consulting in 1995, and has been offering training services since 1996. Reuven’s monthly column has appeared in Linux Journal since 1996, and was a panelist on the Freelancers Show podcast from 2015 - 2019. He is also the CTO of Rent Like a Champion, an event-based home-rental company based in Chicago, Illinois. Reuven’s most recent book is “Python Workout,” a collection of Python exercises with extensive explanations, published by Manning. Reuven’s free, weekly “Better Developers” newsletter, about Python and software engineering, is read by more than 10,000 developers around the globe. His “Trainer weekly” newsletter is similarly popular among people who give corporate training. Reuven has a bachelor’s degree in computer science and engineering from MIT, and a PhD in learning sciences from Northwestern University. He lives in Modi’in, Israel with his wife and three children.Support Teaching PythonLinks:Learning Bayesian Statistics — Are you a researcher or data scientist/analyst/ninja? Do you want to learn Bayesian inference, stay up to date or simply want to understand what Bayesian inference is? Well I'm just like you! When I started learning Bayesian methods, I really wished there were a podcast out there that could introduce me to the methods, the projects and the people who make all that possible. So I created "Learning Bayesian Statistics", a fortnightly podcast where I interview researchers and practitioners of all fields about why and how they use Bayesian statistics, how they came to these methods, and what their projects and challenges are. My name is Alexandre Andorra by the way. I live in Paris and I’m a data scientist, passionate (and learning) Bayesian, and elections-forecasting enthusiast.Weekly Python Exercise: Advanced topics 3 — Become the fastest, most proficient Python programmer at your company. What career opportunities would you have if you were a top 1% Python developer?  Maybe you already have a decent understanding of it... ...but wouldn’t you rather know exactly what to code in every situation? To just “know” how to solve any problem off the top of your head, without spending hours scouring Stack Overflow or Google and rarely finding solutions that make sense?Python for EV3
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Oct 28, 2019 • 48min

Episode 29: Non-Traditional Python Education

This week, Kelly and Sean are joined by Brianne Caplan from Code Your Dreams and Gabrielle Rabinowitz from the BridgeUP: STEM Program at the American Museum of Natural History to discuss K-12 Python Education that happens outside of the classroom.Special Guests: Brianne Caplan and Gabrielle Rabinowitz.Support Teaching PythonLinks:Code Your Dreams — We apply a project-driven approach to teaching computer science with a social justice component, introduce career opportunities from App Development to UX Design to Product Management, and inspire action and involvement in local communities.BridgeUP: STEM | American Museum of Natural HistoryBrianne Caplan (@BriLeeCap) / Twitter — Founder & Executive Director of Code Your Dreams // Data Scientist @ Edovo // UChicago grad // passionate about bridging the education gapCode Your Dreams — GitHub Repositories for Code Your DreamsPython Flash Cards: Syntax, Concepts, and Examples: Eric Matthes: 9781593278960: Amazon.com: BooksPython Flash Cards: Syntax, Concepts, and Examples: Eric Matthes: 9781593278960: Amazon.com: Books — Keep your coding skills sharp on the go! Python Flash Cards take a tried-and-tested method and give it a programming makeover. Eric Matthes, author of the best-selling Python Crash Course, distills essential Python programming knowledge into this 101-card deck you can use anywhere.Adafruit NeoTrellis M4 with Enclosure and Buttons Kit Pack ID: 4020 - $59.95 : Adafruit Industries, Unique & fun DIY electronics and kits — So you've got a cool/witty name for your band, a Soundcloud account, a 3D-printed Daft Punk helmet... so what could be missing from your road to stardom? The NeoTrellis M4 Kit Pack, of course!
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Oct 20, 2019 • 34min

Episode 28: 10 Things We Wish We Knew

Has it already been a year of learning and teaching Python for Kelly and Sean? In this episode, our co-hosts talk about the things they wish they knew a year ago to make their Python journey even better. 10 Things We Wish We Knew Before We Started Python Don't Be Afraid of the Unknown There's Never Going to be Enough Time Reading Error Codes Simple and Slow beats Complex and "Correct" Read a little. Code a lot. Projects Really Work You Have to Teach To Someone Reach out to the Python Community Don’t Let Imposter Syndrome Get You You Don’t Have to Answer Every Question Support Teaching PythonLinks:Teaching and Learning with Jupyter — This handbook is for any educator teaching a topic that includes data analysis or computation in order to support learning. It is not just for educators teaching courses in engineering or science, but also data journalism, business and quantitative economics, data-based decision sciences and policy, quantitative health sciences, and digital humanities. It aims to provide an entry point, and a broad overview of Jupyter in education. Whether you are already using Jupyter to teach, you have found learning materials built on Jupyter that piqued your curiosity, or have never heard of Jupyter, the material in this open book can empower you to use this technology in your teaching.CodeGrades — CodeGrades are eight cumulative steps for learning how to code. They're a programming version of time-proven techniques like music grades, belts in martial arts or lifeguard certification. Level up by applying the knowledge and skills needed for each grade to your own fun, interesting and challenging coding projects.Welcome to #ElectronicHalloween 2019…Muah Ha Ha!! « Adafruit Industries – Makers, hackers, artists, designers and engineers! — It is no secret that we love Halloween at Adafruit. What better time to show off your awesome wearable project or set up a super spooky yard display? Because we can’t hold our excitement to one day, we celebrate #ElectronicHolloween for the whole month of October.Amazon.com: DJI RoboMaster S1 Intelligent Educational Robot STEM with Programmable Modules Starters Bundle: Electronics — The S1 seamlessly combines competitive gameplay with and math and physics knowledge to make learning more fun than ever! Enjoy a wealth of teaching resources, practical knowledge, which can be applied during competition.Amazon.com: Range: Why Generalists Triumph in a Specialized World eBook: David J. Epstein: Kindle Store — Plenty of experts argue that anyone who wants to develop a skill, play an instrument, or lead their field should start early, focus intensely, and rack up as many hours of deliberate practice as possible. If you dabble or delay, you’ll never catch up to the people who got a head start. But a closer look at research on the world’s top performers, from professional athletes to Nobel laureates, shows that early specialization is the exception, not the rule. Test & Code 89: Improving Programming Education - Nicholas Tollervey — Nicholas Tollervey is working toward better ways of teaching programming. His projects include the Mu Editor, PyperCard, and CodeGrades. Many of us talk about problems with software education. Nicholas is doing something about it.PyperCard - Easy GUIs for All — PyperCard 0.0.1-alpha.4 documentation — PyperCard is a HyperCard inspired Pythonic GUI framework for beginner programmers. What does that mean? PyperCard makes it quick and easy to create software with a modern user interface to use on your Windows, OSX, Linux, Android or iOS devices.Code Your Dreams
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Oct 4, 2019 • 43min

Episode 27: Automate the Boring Teaching Stuff

Isn't it surprising how much repetition goes into the job of teaching? What if you could use Python to automate that and focus on the work that adds the most value for your students? Or at least eliminate the boring teaching stuff like transferring grades or setting up iPads. With thanks to Al Sweigart and his book, Automate the Boring Stuff With Python, Kelly and Sean look at how teachers can leverage Python to speed up or eliminate the most boring and repetitive aspects of teaching. This episode includes a walkthrough of an example project that Sean built to automate iPad setup at his school using Google Cloud Functions, JAMF Server APIs, and Apple Device Management.Support Teaching PythonLinks:Automate the Boring Stuff with Python, 2nd Edition: Practical Programming for Total Beginners: Al Sweigart: 9781593279929: Amazon.com: Books — In this fully revised second edition of the best-selling classic Automate the Boring Stuff with Python, you'll learn how to use Python to write programs that do in minutes what would take you hours to do by hand--no prior programming experience required.Zapier | The easiest way to automate your work — Easy automation for busy people. Zapier moves info between your web apps automatically, so you can focus on your most important work.Cloud Functions - Event-driven Serverless Computing  |  Cloud Functions  |  Google Cloud — Simplest way to run your code in the cloud Automatically scales, highly available and fault tolerant No servers to provision, manage, patch or update Pay only while your code runs Connects and extends cloud servicesPyBites Platform | Hone Your Python Skills — Absolute beginner? Don't worry, we've got your back. Start learning Python from scratch!Circuit Playground Bluefruit - ALPHA - Bluetooth Low Energy ID: 4333 - $24.95 : Adafruit Industries, Unique & fun DIY electronics and kits — Circuit Playground Bluefruit is our third board in the Circuit Playground series, another step towards a perfect introduction to electronics and programming. We've taken the popular Circuit Playground Express and made it even better! Now the main chip is an nRF52840 microcontroller which is not only more powerful, but also comes with Bluetooth Low Energy support for wireless connectivity.Support the show. Sponsor us on Patreon! — Teaching Python is creating a podcast for people who teach Python (of course) | Patreon
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Sep 3, 2019 • 49min

Episode 26: Building Lessons and Planning the Curriculum

In this episode, Kelly and Sean discuss how their philosophy of teaching helps them to design their daily curriculum for the course. Support Teaching PythonLinks:Code with Python (The Modern Python 3 Bootcamp) | Udemy — Kelly's ongoing learning with Colt Steele's Modern Python 3 Bootcamp course on Udemy.PyBites – Hone Your Python Skills — Python is hot according to Dice. It’s an easy language to learn, has an elegant design and is widely used. You might want to learn it. And we'd love to help you! We are Bob and Julian, two Pythonistas passionate about learning and teaching Python.CRS-18 Mission - YouTube — At 6:01 p.m. EDT, or 22:01 UTC, on Thursday, July 25, SpaceX launched its eighteenth Commercial Resupply Services mission (CRS-18) from Space Launch Complex 40 (SLC-40) at Cape Canaveral Air Force Station, Florida.Episode Followup – Learning & Teaching Python with Sean and Kelly! Presented by Sean Tibor & Kelly Schuster-Paredes – vBrownBag — Sean Tibor & Kelly Schuster-Paredes (@smtibor @kellyPared) continue our Python For DevOps series and discuss methods for learning more effectively, increasing retention, and stuffing more info into your head!
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Jul 17, 2019 • 34min

Episode 25: The Best Editors and IDEs for Teaching Python

What are the best editors for teaching in Python? In this episode, Kelly and Sean examine a variety of different environments for students to learn to code Python. Should it be online or local? Paid or free? Simple or full-featured? An editor or an IDE? Here's what made our list: Mu Editor Visual Studio Code PyCharm Edu python.microbit.org Repl.it Jupyter Support Teaching PythonLinks:Code With Mu — Code with Mu: a simple Python editor for beginner programmers.Visual Studio Code - Code Editing. RedefinedPyCharm Edu: The Python IDE to Learn Programming Quickly & Efficiently — An Easy and Professional Tool to Learn & Teach Programming with PythonPandas for Everyone: Python Data Analysis (Addison-Wesley Data & Analytics Series) 1, Daniel Y. Chen, eBook - Amazon.com — Today, analysts must manage data characterized by extraordinary variety, velocity, and volume. Using the open source Pandas library, you can use Python to rapidly automate and perform virtually any data analysis task, no matter how large or complex.Python IDEs and Code Editors (Guide) – Real PythonWelcome To Colaboratory - ColaboratoryThonny, Python IDE for beginnersOur Patreon -- support us with a few dollars a monthMicro:bit - Python editorEffective PyCharm: Learn the PyCharm IDE with a Hands-on Approach (Treading on Python): 9781095212530: Computer Science Books @ Amazon.com

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