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30-Day Money-Back Guarantee
IT & Software IT Certification Data Science

Time Series Analysis Real World Projects in Python

Learn how to Solve 3 real Business Problems. Build Robust AI ,Time Series Models for Time Series Analysis & Forecasting
Bestseller
Rating: 4.3 out of 54.3 (109 ratings)
27,170 students
Created by Shan Singh
Last updated 2/2021
English
English [Auto]
30-Day Money-Back Guarantee

What you'll learn

  • Carry out time-series analysis in Python and interpreting the results, based on the data in question.
  • Forecast the future based on patterns observed in the past.
  • Gain Hands-on by solving Real World Use-cases
  • Comprehend stationarity and how to test for its existence.

Requirements

  • NO it is completely from Scratch

Description

Are you looking to land a top-paying job in Data Science , AI & Time Series Analysis & Forecasting?

Or are you a seasoned AI practitioner who want to take your career to the next level?

Or are you an aspiring data scientist who wants to get Hands-on  Data Science and Time Series Analysis?


If the answer is yes to any of these questions, then this course is for you!

This course will teach you the practical skills that would allow you to land a job as a quantitative financial analyst, a data analyst or a data scientist.

In business, Data Science , AI  is applied to optimize business processes, maximize revenue and reduce cost. The purpose of this course is to provide you with knowledge of key aspects of data science & Time Series applications in business in a practical, easy and fun way. The course provides students with practical hands-on experience using real-world datasets.

Welcome to the best online resource for learning how to use the Python programming Language for Time Series Analysis!

This course will teach you everything you need to know to use Python for forecasting time series data to predict new future data points.



1.Task #1 @Predicting the Temperature  : Develop an Time Series model to predict Temperature..

3.Task #2 @Predict Covid-19 Cases: Develop Time Series Model using Prophet that can predict Covid-19 cases

2.Task #3 @Predict the Stock Prices: Predict the prices of stock using Time Series Algorithms.


Who this course is for:

  • One who is curious about Data Science, AI, Machine Learning, Natural Language Processing, Time Series Analysis..

Course content

4 sections • 30 lectures • 3h 9m total length

  • Preview03:32
  • How to follow this course-Must Watch
    02:19
  • Download Anaconda Navigator & set-up
    02:18

  • Preview01:14
  • Datasets & Resources
    00:01
  • Analyse Whether Global Warming exists or not
    12:52
  • Explore Average Temperature of Each Season
    14:53
  • Perform Data Pre-Processing on your data
    10:03
  • How to check Whether Data is Stationery or not
    14:36
  • Examine seasonality in a data
    07:14
  • Build Time Series Model using Moving Average
    08:16
  • Intuition behind ARIMA --part 1
    04:41
  • Intuition behind MA model -- ARIMA part 2
    12:13
  • Intuition behind AR model -- ARIMA part 3
    06:43
  • Intuition behind Integrating -- ARIMA part 4
    08:57
  • Applying ARIMA algorithm on your data
    08:34
  • How to Cross Validate your Time Series Model?
    07:21

  • Introduction to Business Problem & Dataset
    01:17
  • Datasets & Resources
    00:01
  • Preview09:24
  • Applying Prophet Model on Data
    07:46
  • Visualising your predictions
    05:32
  • How to Cross Validating your Time Series model using Prophet
    07:02
  • Obtain Performance Metrics for your model
    05:32

  • Introduction to Business Problem & Dataset
    01:30
  • Datasets & Resources
    00:01
  • Analyzing Time Series data
    05:17
  • Data preparation for Time Series Forecasting
    08:14
  • Apply Auto-Arima on data
    08:15
  • Evaluating Time Series Model
    03:32

Instructor

Shan Singh
Data Scientist
Shan Singh
  • 4.4 Instructor Rating
  • 1,340 Reviews
  • 126,367 Students
  • 10 Courses

Professionally, I am a Data Scientist having experience of 6 years in finance, retail and transport.From my courses you will straight away notice how I combine my own experience to deliver content in a easiest fashion. To sum up, I am absolutely passionate about Data Analytics and I am looking forward to sharing my own knowledge with you!

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