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Data Science I: Essential Tools - San Francisco

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Data Science I: Essential Tools - San Francisco


 

Answer complicated questions, uncover greater insights and learn high-demand skills with Python and the power of data science. This 3-day course provides the foundational knowledge needed to move beyond the limitations of traditional spreadsheets to streamline and automate time-consuming tasks and encourage data-driven decision making.


Day 1: The  Essentials of Python for Data Science:



Construct variables in Python and understand commonly used data structures



Perform iterations in Python to easily apply a process over multiple values



Encapsulate a process into a function to streamline and reduce repetition



Utilize if/else statements to handle various cases and conditions



Understand string data types and common operations applied to strings




Day 2: Object-Oriented Programming (OOP) and NumPy and Pandas Python packages:



Understand how OOP is implemented and used throughout Python and its packages



Use NumPy ndarray data structures for fast, multidimensional numerical operations



Utilize Pandas’ data structures and load CSV and Excel files as Pandas dataframes



Combine tables across multiple spreadsheets into one dataframe



Handle missing entries/data with Pandas, and utilize methods to replace missing values




Day 3: Advanced Panda Techniques and Task Automation



Use grouping operations in Pandas to create groups within a dataframe



Use NumPy functions in Pandas and understand the connection between them



Utilize manipulation and analysis tools in Pandas for times series



Up and down sample time series to change frequency



Understand time series transformations



Visualize data analysis results using




Matplotlib to create line and scatter plots, histograms and bar charts



Seaborn package to generate statistically focused plots





 


 

Daily Schedule


8:30 - 9:00 a.m.Registration and Breakfast

9:00 - 12:00 p.m.Course & Lab Work

12:00 - 1:00 p.m.Buffet Lunch*

1:00 - 4:30 p.m.Course & Lab Work

 

Two 15 minute breaks will be given at 10:30 a.m. and 2:30 p.m.


Travel: There is no group rate held at the Hyatt Centric Fisherman's Wharf San Francisco. Complimentary Wi-Fi is available in the meeting room.

*Meals: Breakfast and lunch buffets are provided daily, along with refreshments during breaks. We make an effort to provide a variety of well-rounded offerings. However, if you have a specific dietary requirement, please bring it to our attention during the checkout process so that it can be accommodated.

 

Attire: Casual. Please bring a sweater or jacket in case the temperature in the meeting room gets cold.

 

Fees: Your course fee includes a complete set of training materials, certification test, breakfast, and lunch.

 

ADA: Please let us know how we can help you fully participate in the meeting at +1-480-515-1411 or email us.
Ticket Information Ticket Price
Early Registration (15+ days out) USD 2,985
Standard Registration USD 3,185



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