Udemy – Time Series Analysis, Forecasting, and Machine Learning 2023-12

Description

Time Series Analysis, Forecasting, and Machine Learning is a Python training course for LSTMs, ARIMA, Deep Learning, AI, and Support Vector Regression for predicting time series. This course is not one of the regular time series training courses! Modern development courses, including in-depth learning, time series classification, and more are covered in this course.

But if you are wondering why time series analysis is so popular today, with rising inflation, many people have become interested in the stock market and the currency code so that they can save their capital without losing money. Also, the coronavirus has already proven how much foresight is needed to make public health decisions, and businesses are increasing productivity that requires anticipation of inventory and operational needs.

What you will learn in Time Series Analysis, Forecasting, and Machine Learning:

• ETS and Exponential Smoothing Models
• Holt’s Linear Trend and Holt-Winters
• Autoregressive and Moving Average models
• Seasonal ARIMA (SARIMA), and SARIMAX
• Auto ARIMA
• Python library statsmodels and pmdarima
• Machine learning to predict time series
• Deep learning (ANNs, CNNs, RNNs, and LSTMs) to predict time series
• TensorFlow 2 to forecast inventory prices and return on investment
• Vector autoregression (VAR) and vector moving average (VMA) models
• AWS Forecast service
• Facebook Time Series Library (FB Prophet)
• Modeling and forecasting financial time series
• Ferrari modeling with GARCH

Course specifications

Publisher: Udemy
Instructors: Lazy Programmer Team and Lazy Programmer Inc.
Language: English
Level of education: Intermediate
number of courses: 174
Duration: 23 hours and 22 minutes

Course topics

Time Series Analysis, Forecasting, and Machine Learning Prerequisites:

Decent Python coding skills
Numpy, Matplotlib, Pandas, and Scipy (I teach this for free! My gift to the community)
Matrix arithmetic
Probability

Pictures

Time Series Analysis, Forecasting, and Machine Learning Introduction Video:

Installation guide

After Extract, watch with your favorite Player.

Subtitle: English

Quality: 720p

Changes:

Version 2022/7 has increased the number of 4 lessons and the duration of 18 minutes compared to 2021/8.

Version 2023/1 compared to 2022/7 has increased the number of 1 lesson and the duration of 26 minutes.

Version 2023/12 compared to 2023/1 has increased the number of 3 lesson and the duration of 12 minutes.

Download link

Download Part 1 – 2 GB

Download Part 2 – 2 GB

Download Part 3 – 2 GB

Download Part 4 – 1.27 GB

File password (s): www.downloadly.ir

Size

7.27 GB