Conclusion and next steps | Even More Python for Beginners [31 of 31]
[MP4] [0:01:00] [2020/05/01]If you've made it this far, then join us for the last step of how to continue to grow your skills. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to…
Demo: Visualizing data with Matplotlib | Even More Python for Beginners [30 of 31]
[MP4] [0:04:03] [2020/05/01]See how to use Matplotlib to create charts. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Visualizing data with Matplotlib | Even More Python for Beginners- Data Tools [29 of 31]
[MP4] [0:09:25] [2020/05/01]If a picture is worth 1,000 words, then a chart is worth thousands of data points. By creating a chart we can better visualize what's happening with our data. By using Matplotlib we can chart our…
Demo: Working with NumPy | Even More Python for Beginners - Data Tools [28 of 31]
[MP4] [0:05:01] [2020/05/01]See how to work with NumPy arrays. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Working with NumPy | Even More Python for Beginners - Data Tools [27 of 31]
[MP4] [0:05:17] [2020/05/01]pandas provides DataFrames and tools for working with tabular data. But once the need for labels and column names is removed, there are tools which can offer better support - such as NumPy. We'll…
Demo: Exploring a model's accuracy | Even More Python for Beginners - Data Tools [26 of 31]
[MP4] [0:03:31] [2020/05/01]See how to gain insights into a model's accuracy. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Exploring a model's accuracy | Even More Python for Beginners- Data Tools [25 of 31]
[MP4] [0:03:16] [2020/05/01]As nice as it might be to see a couple of numbers to describe the accuracy of a model, it doesn't always tell the full story. Depending on the values we're looking to predict, we may need to…
Demo: Testing a model with scikit-learn | Even More Python for Beginners - Data Tools [24 of 31]
[MP4] [0:03:45] [2020/05/01]See how to test a model with scikit-learn. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Testing a model with scikit-learn | Even More Python for Beginners - Data Tools [23 of 31]
[MP4] [0:02:47] [2020/05/01]The model you build is based on the training data provided. Unfortunately, there can be issues with the results due to numerous factors. We of course want to see how well our model is working, which…
Demo: Training a model with scikit-learn | Even More Python for Beginners - Data Tools [22 of 31]
[MP4] [0:02:08] [2020/05/01]See how to train a model using scikit-learn. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Training a model with scikit-learn | Even More Python for Beginners - Data Tools [21 of 31]
[MP4] [0:03:48] [2020/05/01]There are numerous types of machine learning models available. One of the first most data scientists explore is what's known as a linear regression model, which can be used for numerous situations,…
Demo: Setting up training data | Even More Python for Beginners - Data Tools [20 of 31]
[MP4] [0:05:39] [2020/05/01]See how to setup training and testing data with scikit-learn. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Introducing scikit-learn and setting up training data | Even More Python for Beginners - Data Tools…
[MP4] [0:11:21] [2020/05/01]When working with machine learning, you typically create a model which can predict outcomes. You create this model by training it, showing it existing data. The first step then to training a model is…
Demo: Handling duplicated and missing data | Even More Python for Beginners - Data Tools [18 of 31]
[MP4] [0:05:39] [2020/05/01]See how to resolve common data issues. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Handling duplicated and missing data | Even More Python for Beginners - Data Tools [17 of 31]
[MP4] [0:05:03] [2020/05/01]Beyond just columns not being in the desired state, the data itself may have issues. Certain fields may be left blank, or values might be duplicated. By using DataFrames you can quickly identify…
Demo: Manipulating DataFrame columns | Even More Python for Beginners - Data Tools [16 of 31]
[MP4] [0:03:51] [2020/05/01]See how to work with columns in DataFrames. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Manipulating DataFrame columns | Even More Python for Beginners - Data Tools [15 of 31]
[MP4] [0:03:45] [2020/05/01]The structure of the data you've obtained often won't be suitable for the work you're wishing to perform. You often need to remove unwanted columns, combine columns to create new ones, or setup new…
Demo: Loading CSV files into DataFrames | Even More Python for Beginners - Data Tools [14 of 31]
[MP4] [0:06:01] [2020/05/01]See how to load data into a DataFrame. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Loading CSV files into DataFrames | Even More Python for Beginners - Data Tools [13 of 31]
[MP4] [0:04:37] [2020/05/01]After uploading the data, the next step is to load it into memory in a DataFrame. Fortunately, the DataFrame offers the ability to quickly read and save data. Watch the Python for Beginner series…
Demo: CSV files and Jupyter | Even More Python for Beginners - Data Tools [12 of 31]
[MP4] [0:01:06] [2020/05/01]See how to upload files into Jupyter. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
CSV files and Jupyter | Even More Python for Beginners - Data Tools [11 of 31]
[MP4] [0:01:36] [2020/05/01]The first step to working with data is, as one might expect, getting the data into the location in which you'll be working with it. We'll chat about the types of data files you'll most commonly work…
Demo: Working with a DataFrame | Even More Python for Beginners - Data Tools [10 of 31]
[MP4] [0:04:18] [2020/05/01]See how to interact with data in a DataFrame. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Working with a DataFrame | Even More Python for Beginners - Data Tools [9 of 31]
[MP4] [0:08:43] [2020/05/01]There are numerous ways to retrieve data out of DataFrame, including the ability to interact with it in much the same way you'd interact with a dictionary object. We explore how to begin referencing…
Demo: Introducing DataFrame | Even More Python for Beginners - Data Tools [8 of 31]
[MP4] [0:02:50] [2020/05/01]We show off how to get started with the DataFrame. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Introducing DataFrame | Even More Python for Beginners - Data Tools [7 of 31]
[MP4] [0:03:43] [2020/05/01]DataFrame is the core object for working with data. Similar to a database or spreadsheet table, the DataFrame offers powerful abilities. We'll see how you can begin working with data. Watch the Python…
Demo: Getting started with pandas | Even More Python for Beginners - Data Tools [6 of 31]
[MP4] [0:06:48] [2020/05/01]See how to start playing with the pandas library. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeries For the Full 'Intro to Python' course on Microsoft Learn:…
Getting started with pandas | Even More Python for Beginners - Data Tools [5 of 31]
[MP4] [0:09:04] [2020/05/01]Pandas is probably the most popular library in the data science world. It provides several powerful tools for loading and manipulating data. We'll start by talking through some of the core…
Demo: Introducing Anaconda | Even More Python for Beginners - Data Tools [4 of 31]
[MP4] [0:03:57] [2020/05/01]See how to use Anaconda and Conda. Watch the Python for Beginner series here: https://aka.ms/PythonBeginnerSeriesFor the Full 'Intro to Python' course on Microsoft Learn:…
Introducing Anaconda | Even More Python for Beginners - Data Tools [3 of 31]
[MP4] [0:03:30] [2020/05/01]Working with data requires several common libraries. The Anaconda runtime and Conda library manager can streamline management of your environment. We'll take a look at how to use the runtime and…
Introducing Jupyter Notebooks | Even More Python for Beginners - Data Tools [2 of 31]
[MP4] [0:12:55] [2020/05/01]Jupyter Notebooks are by far the most common tool used by data scientists, and popular with people just looking to play with Python. With a notebook you can quickly run Python, make changes, and see…
Introduction to Even More Python for Beginners - Data Tools | Even More Python for Beginners - Data…
[MP4] [0:03:18] [2020/05/01]Python is one of the most popular languages for data scientists and those focused on machine learning. Join Christopher and Susan as they walk you through some of the core skills you'll need to have…