This is the first course in the four-course specialization Python Data Products for Predictive Analytics, introducing the basics of reading and manipulating datasets in Python. In this course, you will learn what a data product is and go through several Python libraries to perform data retrieval, processing, and visualization.
Ce cours fait partie de la Spécialisation Python Data Products for Predictive Analytics
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Spécialisation Python Data Products for Predictive AnalyticsUniversité de Californie à San DiegoÀ propos de ce cours
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Cours 1 sur 4 dans le
Niveau intermédiaire
Basic knowledge of programming (any language)
Approx. 11 heures pour terminer
Anglais
Sous-titres : Arabe, Français, Portugais (européen), Italien, Vietnamien, Allemand, Russe, Anglais, Espagnol
Ce que vous allez apprendre
Develop data strategy and process for how data will be generated, collected, and consumed
Load and process formatted datasets such as CSV and JSON.
Deal with data in various formats (e.g. timestamps, strings) and filter and “clean” datasets by removing outliers etc.
Basic experience with data processing libraries such as numpy and data ingestion with urllib, requests
Compétences que vous acquerrez
- Python Libraries
- Data Pre-Processing
- Data Visualization (DataViz)
- Web Scraping
Dates limites flexibles
Réinitialisez les dates limites selon votre disponibilité.
Certificat partageable
Obtenez un Certificat lorsque vous terminez
100 % en ligne
Commencez dès maintenant et apprenez aux horaires qui vous conviennent.
Cours 1 sur 4 dans le
Niveau intermédiaire
Basic knowledge of programming (any language)
Approx. 11 heures pour terminer
Anglais
Sous-titres : Arabe, Français, Portugais (européen), Italien, Vietnamien, Allemand, Russe, Anglais, Espagnol
Offert par
Université de Californie à San Diego
UC San Diego is an academic powerhouse and economic engine, recognized as one of the top 10 public universities by U.S. News and World Report. Innovation is central to who we are and what we do. Here, students learn that knowledge isn't just acquired in the classroom—life is their laboratory.
Programme de cours : ce que vous apprendrez dans ce cours
2 heures pour terminer
Week 1: Introduction to Data Products
This week, we will go over the syllabus and set you up with the course materials and software. We will introduce you to data products and refresh your memory on Python and Jupyter notebooks.
2 heures pour terminer
6 vidéos (Total 42 min), 6 lectures, 2 quiz
2 heures pour terminer
Week 2: Reading Data in Python
This week, we will learn how to load in datasets from CSV and JSON files. We will also practice manipulating data from these datasets with basic Python commands.
2 heures pour terminer
6 vidéos (Total 54 min)
1 heure pour terminer
Week 3: Data Processing in Python
This week, our goal is to understand how to clean up a dataset before analyzing it. We will go over how to work with different types of data, such as strings and dates.
1 heure pour terminer
4 vidéos (Total 38 min)
3 heures pour terminer
Week 4: Python Libraries and Toolkits
In this last week, we will get a sense of common libraries in Python and how they can be useful. We will cover data visualization with numpy and MatPlotLib, and also introduce you to the basics of webscraping with urllib and BeautifulSoup.
3 heures pour terminer
5 vidéos (Total 45 min)
Avis
- 5 stars61,58 %
- 4 stars22,59 %
- 3 stars7,34 %
- 2 stars3,95 %
- 1 star4,51 %
Meilleurs avis pour BASIC DATA PROCESSING AND VISUALIZATION
par YJ2 août 2020
It was a good Data Visualization course. I really liked it. It's a good beginner course to start with Data Visualization.
par MA29 juin 2019
Excellent to start your career in machine learning!!!
par MK16 sept. 2020
This course is more rewarding than I thought. The instructors give step by step explanation of the process also the syllabus of the course is just perfect, Highly recommended.
par JP28 mai 2020
A really good course to learn data preprocessing before implementing the machine learning module.
À propos du Spécialisation Python Data Products for Predictive Analytics
Python data products are powering the AI revolution. Top companies like Google, Facebook, and Netflix use predictive analytics to improve the products and services we use every day. Take your Python skills to the next level and learn to make accurate predictions with data-driven systems and deploy machine learning models with this four-course Specialization from UC San Diego.
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