Data Visualization with Pickle, Streamlit and Matplotlib | Data Analytics | Community Webinar

Data Science Dojo · Beginner ·📊 Data Analytics & Business Intelligence ·3y ago
Learn how to convert data into dashboards using Pickle, Streamlit, and Matplotlib Students typically create their portfolios out of simple, clean datasets. These projects are great for learning the basics, but they allow you to circumvent the most essential data science skills. Data on the job requires extensive cleaning, exploration, and feature engineering to become usable for your models. Projects in the professional space will also require steps beyond the initial creation and evaluation of a model. This hands-on skill-building webinar is for starting and intermediate data science students with a basic knowledge of Python. By the end of this session, you will know: - Where and how to look for your data - Some basic data engineering techniques to keep in mind - How to use pandas to load, clean, and engineer your datasets - How to use Matplotlib to plot and explore your data - How to use Scikitlearn, and Tensorflow to model and evaluate your data - How to use Pickle, Streamlit, and Matplotlib to turn your data into an interactive dashboard Table of Contents: 00:00 What is data science and data science pipeline 11:00 Problem 20:00 Data 35:02 Context 48:05 Exploration 55:10 Feature Engineering 1:02:40 Preprocessing 1:08:12 Modeling 1:14:07 Optimization 1:15:53 Evaluation and Validation 1:20:38 Dashboarding 1:23:17 Conclusion -- GitHub Repo: https://github.com/AlexanderBaker44/DS_Dojo_Data_to_Dash/tree/main/datascience_dojo -- For more captivating community talks featuring renowned speakers, check out this playlist: https://youtube.com/playlist?list=PL8eNk_zTBST-EBv2LDSW9Wx_V4Gy5OPFT For further tutorials on advanced machine learning, check out this exclusive playlist: https://youtube.com/playlist?list=PL8eNk_zTBST_SS_czCz6Do1yrUowhKBHI -- At Data Science Dojo, we believe data science is for everyone. Our data science trainings have been attended by more than 10,000 employees from over 2,500 companies globally, including many leaders in tech like Microsoft,
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1 Feature Engineering and Predictive Modeling | Data Analytics with R and Azure ML | Community Webinar
Feature Engineering and Predictive Modeling | Data Analytics with R and Azure ML | Community Webinar
Data Science Dojo
 2 Data Exploration and Visualization | Beginning Azure ML | Part 3
Data Exploration and Visualization | Beginning Azure ML | Part 3
Data Science Dojo
 3 Reading External Data Sources | Beginning Azure ML | Part 2
Reading External Data Sources | Beginning Azure ML | Part 2
Data Science Dojo
 4 Importing Data, Accessing, & Creating a New Experiment | Beginning Azure ML | Part 1
Importing Data, Accessing, & Creating a New Experiment | Beginning Azure ML | Part 1
Data Science Dojo
 5 Casting Columns & Renaming Columns | Beginning Azure ML | Part 4
Casting Columns & Renaming Columns | Beginning Azure ML | Part 4
Data Science Dojo
 6 Scrub Missing Values & Project Columns | Beginning Azure ML | Part 5
Scrub Missing Values & Project Columns | Beginning Azure ML | Part 5
Data Science Dojo
 7 Feature Engineering & R Script | Beginning Azure ML | Part 6
Feature Engineering & R Script | Beginning Azure ML | Part 6
Data Science Dojo
 8 Building Your First Model | Beginning Azure ML | Part 7
Building Your First Model | Beginning Azure ML | Part 7
Data Science Dojo
 9 Run and Fine-Tune Multiple Models | Beginning Azure ML | Part 8
Run and Fine-Tune Multiple Models | Beginning Azure ML | Part 8
Data Science Dojo
 10 Deploying Your First Predictive Model As a Web Service | Beginning Azure ML | Part 9
Deploying Your First Predictive Model As a Web Service | Beginning Azure ML | Part 9
Data Science Dojo
 11 Using R API to Obtain Predictions From Your Web Service Beginning Azure ML | Part 10
Using R API to Obtain Predictions From Your Web Service Beginning Azure ML | Part 10
Data Science Dojo
 12 Using Python API to Obtain Predictions From Your Web Service | Beginning Azure ML | Part 11
Using Python API to Obtain Predictions From Your Web Service | Beginning Azure ML | Part 11
Data Science Dojo
 13 Twitter Sentiment Analysis | Natural Language Processing | Community Webinar
Twitter Sentiment Analysis | Natural Language Processing | Community Webinar
Data Science Dojo
 14 Listening to the Melody of the Universe (LIGO Gravitational Waves Presentation) | Community Webinar
Listening to the Melody of the Universe (LIGO Gravitational Waves Presentation) | Community Webinar
Data Science Dojo
 15 David Wechsler on the Impact of Data Science Bootcamp
David Wechsler on the Impact of Data Science Bootcamp
Data Science Dojo
 16 Andrew Choi on the Impact of Data Science Bootcamp
Andrew Choi on the Impact of Data Science Bootcamp
Data Science Dojo
 17 Microsoft's Software Engineer Shares Her Experience with Data Science Bootcamp
Microsoft's Software Engineer Shares Her Experience with Data Science Bootcamp
Data Science Dojo
 18 Michael DAndrea on the Impact of Data Science Bootcamp
Michael DAndrea on the Impact of Data Science Bootcamp
Data Science Dojo
 19 Data Driven Decision-Making with Data Science Bootcamp: Artem Kopelev's Revelation
Data Driven Decision-Making with Data Science Bootcamp: Artem Kopelev's Revelation
Data Science Dojo
 20 Learn the Fundamentals of Data Science: Srinivas Rao's Experience with Data Science Bootcamp
Learn the Fundamentals of Data Science: Srinivas Rao's Experience with Data Science Bootcamp
Data Science Dojo
 21 Re-Learning Data Science with Data Science Bootcamp: Analyst's Revelation
Re-Learning Data Science with Data Science Bootcamp: Analyst's Revelation
Data Science Dojo
 22 Scale R to Big Data with Hadoop & Spark | Community Webinar
Scale R to Big Data with Hadoop & Spark | Community Webinar
Data Science Dojo
 23 Enhancing Skills with Data Science Bootcamp: Sharon Lane-Getaz's Revelation
Enhancing Skills with Data Science Bootcamp: Sharon Lane-Getaz's Revelation
Data Science Dojo
 24 Ryan DeMartino on the Impact of Data Science Bootcamp
Ryan DeMartino on the Impact of Data Science Bootcamp
Data Science Dojo
 25 Software Engineer at Microsoft Reveals About His Experience with Data Science Bootcamp
Software Engineer at Microsoft Reveals About His Experience with Data Science Bootcamp
Data Science Dojo
 26 Wade Wimer on the Impact of Data Science Bootcamp
Wade Wimer on the Impact of Data Science Bootcamp
Data Science Dojo
 27 Analyzing Data with Data Science Bootcamp: Hannah Richta's Revelation
Analyzing Data with Data Science Bootcamp: Hannah Richta's Revelation
Data Science Dojo
 28 Applying Data Science Skills to The Current Role with Bootcamp: Marcos Lacayo's Revelation
Applying Data Science Skills to The Current Role with Bootcamp: Marcos Lacayo's Revelation
Data Science Dojo
 29 Lance Milner on the Impact of Data Science Bootcamp
Lance Milner on the Impact of Data Science Bootcamp
Data Science Dojo
 30 Deloitte's Data Scientist Revelation: Learning Predictive Analytics with Data Science Bootcamp
Deloitte's Data Scientist Revelation: Learning Predictive Analytics with Data Science Bootcamp
Data Science Dojo
 31 Rajesh Patil's Experience at Data Science Bootcamp As an Enterprise Architect
Rajesh Patil's Experience at Data Science Bootcamp As an Enterprise Architect
Data Science Dojo
 32 Michael Atlin on the Impact of Data Science Bootcamp
Michael Atlin on the Impact of Data Science Bootcamp
Data Science Dojo
 33 Amina Tariq's In-Person Experience at Data Science Bootcamp
Amina Tariq's In-Person Experience at Data Science Bootcamp
Data Science Dojo
 34 Ceo's Revelation about Data Science Bootcamp
Ceo's Revelation about Data Science Bootcamp
Data Science Dojo
 35 Stephen Miller Describes His Experience at Data Science Dojo's Bootcamp
Stephen Miller Describes His Experience at Data Science Dojo's Bootcamp
Data Science Dojo
 36 Kevin Hillaker on the Impact of Data Science Bootcamp
Kevin Hillaker on the Impact of Data Science Bootcamp
Data Science Dojo
 37 Marko Topalovic's Experience with Data Science Bootcamp
Marko Topalovic's Experience with Data Science Bootcamp
Data Science Dojo
 38 Text Analytics With Python, Cognitive Services & PowerBI | Data Analytics | Community Webinar
Text Analytics With Python, Cognitive Services & PowerBI | Data Analytics | Community Webinar
Data Science Dojo
 39 Unisys Manager's Revelation: Visualizing Real Time Data with Data Science Bootcamp
Unisys Manager's Revelation: Visualizing Real Time Data with Data Science Bootcamp
Data Science Dojo
 40 Learn Data Mining with Data Science Bootcamp: Ryan LaBrie's Revelation
Learn Data Mining with Data Science Bootcamp: Ryan LaBrie's Revelation
Data Science Dojo
 41 Vang Xiong on the Impact of Data Science Bootcamp
Vang Xiong on the Impact of Data Science Bootcamp
Data Science Dojo
 42 Data Scientist's Experience at Our Data Science Bootcamp
Data Scientist's Experience at Our Data Science Bootcamp
Data Science Dojo
 43 Alejandro Wolf Yadlin on the Impact of Data Science Bootcamp
Alejandro Wolf Yadlin on the Impact of Data Science Bootcamp
Data Science Dojo
 44 Introduction To Titanic Kaggle Competition | Part 1
Introduction To Titanic Kaggle Competition | Part 1
Data Science Dojo
 45 Learning How to Code in R with Data Science Bootcamp: Priscilla Mannuel's Revelation
Learning How to Code in R with Data Science Bootcamp: Priscilla Mannuel's Revelation
Data Science Dojo
 46 Andrew Berman On Why Data Science Bootcamp Is Better Fit for Him
Andrew Berman On Why Data Science Bootcamp Is Better Fit for Him
Data Science Dojo
 47 How To Do Titanic Kaggle Competition in R | Part 3.1
How To Do Titanic Kaggle Competition in R | Part 3.1
Data Science Dojo
 48 How to do the Titanic Kaggle competition in R | Part 3.1
How to do the Titanic Kaggle competition in R | Part 3.1
Data Science Dojo
 49 Delve Deeper into Data Science with Data Science Bootcamp
Delve Deeper into Data Science with Data Science Bootcamp
Data Science Dojo
 50 Bank of America Data Scientist Reveals His Experience of Data Science Bootcamp
Bank of America Data Scientist Reveals His Experience of Data Science Bootcamp
Data Science Dojo
 51 Shaena Montanari on the Impact of Data Science Bootcamp
Shaena Montanari on the Impact of Data Science Bootcamp
Data Science Dojo
 52 Types of Sampling | Introduction to Data Mining | Part 12
Types of Sampling | Introduction to Data Mining | Part 12
Data Science Dojo
 53 Sampling for Data Selection | Introduction to Data Mining | Part 11
Sampling for Data Selection | Introduction to Data Mining | Part 11
Data Science Dojo
 54 Data Aggregation | Introduction to Data Mining | Part 10
Data Aggregation | Introduction to Data Mining | Part 10
Data Science Dojo
 55 Data Cleaning | Introduction to Data Mining | Part 9
Data Cleaning | Introduction to Data Mining | Part 9
Data Science Dojo
 56 Missing & Duplicated Data | Introduction to Data Mining | Part 8
Missing & Duplicated Data | Introduction to Data Mining | Part 8
Data Science Dojo
 57 Data Noise | Introduction to Data Mining | Part 7
Data Noise | Introduction to Data Mining | Part 7
Data Science Dojo
 58 Graph and Ordered Data | Introduction to Data Mining | Part 5
Graph and Ordered Data | Introduction to Data Mining | Part 5
Data Science Dojo
 59 Document Data & Transaction Data | Introduction to Data Mining | Part 4
Document Data & Transaction Data | Introduction to Data Mining | Part 4
Data Science Dojo
 60 Data Quality | Introduction to Data Mining | Part 6
Data Quality | Introduction to Data Mining | Part 6
Data Science Dojo

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Chapters (12)

What is data science and data science pipeline
11:00 Problem
20:00 Data
35:02 Context
48:05 Exploration
55:10 Feature Engineering
1:02:40 Preprocessing
1:08:12 Modeling
1:14:07 Optimization
1:15:53 Evaluation and Validation
1:20:38 Dashboarding
1:23:17 Conclusion
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