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Time Series Forecasting with Pytocrh

This workshop will equip you with hands-on experience in solving real-case data analysis using pytorch.

  • Schedule

    21 – 23 February 2023

    18.30 – 21.30 (WIB)

  • Online-Interactive Learning

    Via Zoom

  • Investment

    Rp. 1.500.000

Course Summary

Climate change is natural, but in the last few hundred years it has been artificially sped up. We want to analyze the Climate change on the sea level rise and try to forecast how much sea level will rise in the future. 

From these problems we will use sea level data to create a machine learning model. One of the most popular and good methods for forecasting this is the popular library pytorch.

This 3-days online workshop is a beginner-friendly Deep Learning using Python. We will Forecasting the sea level rise and analyzing the impact of climate change using pytorch. One Instructor and two Teaching Assistants will help participants troubleshoot or help with any difficulties encountered.

Upon completion of this workshop, you will be able to:

  • Work with Python and pandas for data cleansing and manipulation processes.
  • Understand deep learning architecture
  • Work with pytorch for training data
  • Understand model reusability

We will provide participants with a rich interactive experience throughout the online course. One Instructor and two Teaching Assistants will help participants troubleshoot or help with any difficulties encountered.

NOTE: The workshop will be delivered in Bahasa Indonesia

Syllabus

  • Working with Conda environment
  • Introduction to Python for data science
  • Data manipulation and processing with Python Pandas
  • Neural network with pytorch
  • Layer and neurons
  • Activation and cost function
  • Feedforward
  • Backpropagation
  • Inputting the data to pytorch
  • Analyzing how the climate change impact the sea level rise
  • Forecasting the sea level rise
  • Training with validation: define the architecture, compile the model, model fitting and evaluation
  • Testing on unseen data

STUDENT TESTIMONIALS

This testimonial video is taken after our previous Online Data Science Series: Time Series Analysis for Business Forecasting.

LEARN FROM ANYWHERE

Our learning format is online-interactive, you will feel the interactive experience as if you were present in a physical classroom. You can access the class using your Zoom account on pre-defined dates.

  • LEARN AT YOUR OWN PACE

    Zoom recording, course Books (PDF & HTML files), the dataset for practice, reference notes, and working files are accessible through our Learning Management System account.

  • PROOF YOUR MASTERY

    Show current and prospective employers of your mastery in computer vision with a signed certificate of completion.

  • CONNECT WITH LIKE MINDED PEOPLE

    Be a part of our data-passionate community with 5000+ members and 1000+ alumni.

FOR ABSOLUTE BEGINNERS

Workshops in this series are tailored to casual programmers and non-programmers that are taking their first steps into data science. It assumes no prior knowledge or academic background, and attendees will be introduced to the beautiful art of writing R / Python code to produce data visualization and build machine learning models. The workshop has a gentle learning slope that is designed with non-technical professionals and academics in mind.

Yes, you can still attend the workshop as it is a beginner-friendly workshop.

Our system will send you an email containing a link and details to join a Google Classroom.

Online learning will be conducted via Zoom.us, Link to join the Zoom Class will be announced via Google Classroom.

Learning materials can be obtain via Google Classroom

Yes, you will receive a certificate of completion.

YOUR INSTRUCTOR

Kevin Wibowo

A Data Science Instructor at Algoritma Data Science School who is proficient in predictive modeling, data processing, and scripting languages, including Python and R. He has a good scientific knowledge and understanding of machine learning that play a huge role as an Instructor in Algoritma.

Kevin has been involved in numerous consultative data science training and course production for our clients, to name a few:
– Perusahaan Listrik Negara (PLN)
– Bank Central Asia (BCA)
– Adira
– Korlantas Polri