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Microsoft Developer

Dev Intro to Data Science

34,954 views
28 items
Last updated on Jul 9, 2020
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Microsoft Developer
Introduction to the Developer's Intro to Data Science Video Series (1 of 28)
3:30
Introduction to the Developer's Intro to Data Science Video Series (1 of 28)

Microsoft Developer
What is the Data Science Lifecycle? (2 of 28)
3:13
What is the Data Science Lifecycle? (2 of 28)

Microsoft Developer
How do you define your business goal and scope your data science solution? (3 of 28)
2:09
How do you define your business goal and scope your data science solution? (3 of 28)

Microsoft Developer
What is Machine Learning? (4 of 28)
3:12
What is Machine Learning? (4 of 28)

Microsoft Developer
Which Machine Learning Algorithm Should You Use? (5 of 28)
3:07
Which Machine Learning Algorithm Should You Use? (5 of 28)

Microsoft Developer
What is AutoML? (6 of 28)
3:21
What is AutoML? (6 of 28)

Microsoft Developer
How do you create a machine learning resource in Azure? (7 of 28)
2:00
How do you create a machine learning resource in Azure? (7 of 28)

Microsoft Developer
How do you setup your local environment for data exploration? (8 of 28)
4:13
How do you setup your local environment for data exploration? (8 of 28)

Microsoft Developer
How do Jupyter notebooks work in Visual Studio Code? (9 of 28)
2:35
How do Jupyter notebooks work in Visual Studio Code? (9 of 28)

Microsoft Developer
Connect your Machine Learning resources to your local Visual Studio Code environment? (10 of 28)
3:05
Connect your Machine Learning resources to your local Visual Studio Code environment? (10 of 28)

Microsoft Developer
How do you prepare your data for a time series forecast? (11 of 28)
2:46
How do you prepare your data for a time series forecast? (11 of 28)

Microsoft Developer
Why do you split data into testing and training data in data science? (12 of 28)
2:27
Why do you split data into testing and training data in data science? (12 of 28)

Microsoft Developer
What is an AutoML Config file? (13 of 28)
2:12
What is an AutoML Config file? (13 of 28)

Microsoft Developer
What should your parameters be when creating an AutoML Config file? (14 of 28)
1:27
What should your parameters be when creating an AutoML Config file? (14 of 28)

Microsoft Developer
How do you create an AutoML Config file & run your data science experiments on the cloud? (15 of 28)
3:32
How do you create an AutoML Config file & run your data science experiments on the cloud? (15 of 28)

Microsoft Developer
What is Azure Machine Learning? (16 of 28)
3:00
What is Azure Machine Learning? (16 of 28)

Microsoft Developer
How can you collaborate on Jupyter Notebooks using Azure Machine Learning studio? (17 of 28)
5:27
How can you collaborate on Jupyter Notebooks using Azure Machine Learning studio? (17 of 28)

Microsoft Developer
How do you choose the best model and perform feature engineering? (18 of 28)
1:59
How do you choose the best model and perform feature engineering? (18 of 28)

Microsoft Developer
How do you use Azure ML for best model selection and featurization? (19 of 28)
3:18
How do you use Azure ML for best model selection and featurization? (19 of 28)

Microsoft Developer
How do you evaluate and retrieve a time series forecast from Azure Machine Learning? (20 of 28)
4:07
How do you evaluate and retrieve a time series forecast from Azure Machine Learning? (20 of 28)

Microsoft Developer
How do you score your machine learning model on accuracy? (21 of 28)
3:38
How do you score your machine learning model on accuracy? (21 of 28)

Microsoft Developer
How do you deploy a machine learning model as a web service within Azure? (22 of 28)
5:59
How do you deploy a machine learning model as a web service within Azure? (22 of 28)

Microsoft Developer
What have you learned from deploying a machine learning model as a web service? (23 of 28)
1:08
What have you learned from deploying a machine learning model as a web service? (23 of 28)

Microsoft Developer
What is the importance of model deployment in machine learning? (24 of 28)
2:21
What is the importance of model deployment in machine learning? (24 of 28)

Microsoft Developer
How do you select the right machine learning algorithm? (25 of 28)
3:46
How do you select the right machine learning algorithm? (25 of 28)

Microsoft Developer
How does ethics play a role in data science? (26 of 28)
5:18
How does ethics play a role in data science? (26 of 28)

Microsoft Developer
Model interpretability & how can you incorporate it into your data science solutions? (27 of 28)
4:08
Model interpretability & how can you incorporate it into your data science solutions? (27 of 28)

Microsoft Developer
Concluding the Developer's Intro to Data Science Video Series (28 of 28)
0:43
Concluding the Developer's Intro to Data Science Video Series (28 of 28)