Salesforce & Artificial Intelligence complete course – Diploma in building AI system using Salesforce.

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About Course

The “Deep Dive into Artificial Intelligence – The Master Program” course is an intermediate level course, curated exclusively for both beginners and professionals.

The course covers the basics as well as the advanced level concepts. The course contains content based videos along with practical demonstrations, that performs and explains each step required to complete the task.

Learning Objectives:

By the end of the course, you will be able to learn about:

  • Introduction to Artificial Intelligence
  • Fundamentals of Machine Learning and Deep Learning
  • Machine Learning Workflow
  • Performance Metrics
  • Overview of Data Science
  • Overview of Data Analytics
  • Statistical Analysis and Business
  • Python Environment Setup and Essentials
  • Mathematical Computing with Python
  • Scientific Computing with Python
  • Data Manipulation with Pandas
  • Machine Learning with Scikit-Learn
  • Natural Language Processing with Scikit Learn
  • Data Visualization in Python using matplotlib
  • Web Scraping with BeautifulSoup
  • Python Integration with Hadoop MapReduce and Spark
  • Introduction to AI and Machine Learning
  • Data Preprocessing
  • Supervised Learning
  • Feature Engineering
  • Supervised Learning Classification
  • Unsupervised Learning
  • Time Series Modeling
  • Ensemble Learning
  • Recommender Systems
  • Text Mining
  • Introduction to TensorFlow
  • Convolutional Network
  • Recurrent Neural Network
  • Restricted Boltzmann Machine (RBM)
  • Autoencoders

…and much more! There are separate sections for Artificial Intelligence, Data Science with Python, Machine Learning, and Deep Learning with Keras and TensorFlow which lets you scale up these techniques.

Don’t worry if you’ve never used Python before; the course covers the topics from the basics. You should be able to pick it up fast if you have experience with programming.

This course will teach you the fundamental methods employed by data scientists in the actual world of business, which is ideal if you are a programmer wishing to transition into a fascinating new career path. What are you waiting for? These are things that any successful technologist must be aware of. Enroll now!

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What Will You Learn?

  • Understand Artificial Intelligence in detail
  • Work on Data Science with python
  • Deep dive into Machine Learning
  • Understand Deep Learning with Keras and TensorFlow

Course Content

MODULE 1: ARTIFICIAL INTELIGENCE HISTORY, TRENDS AND FUTURE.

  • Learning Outcomes
    00:00
  • Introduction to Artificial Inteligence
    00:00
  • Introduction Quiz.
  • Artificial Intelligence Technique
    27:19
  • Production System
    30:05
  • Formal Description of a Problem
    00:27
  • Uninformed versus Informed Search Strategies
    00:27
  • Lessons Summary
    00:00

MODULE 2: PROBLEM SOLVING IN ARTIFICIAL INTELIGENCE

MODULE 3: AI PROBLEM SOLVING BY SEARCH

MODULE 4: KNOWLEDGE REPRESENTATION AND REASONING.

MODULE 5: FIRST ORDER LOGIC : KNOWLEDGE REPRESENTATION AND REASONING.

MODULE 6: INFERENCE IN FIRST ORDER LOGIC : KNOWLEDGE REPRESENTATION AND REASONING.

MODULE 7: REASONING UNDER UNCERTAINITY.

MODULE 8: PLANNING.

MODULE 9: PLANNING AND DECISION MAKING.

MODULE 10 : MACHINE LEARNING & NLP IN ARTIFICIAL INTELIGENCE

MODULE 11: APPLICATIONS OF ARTIFICIAL INTELIGENCE.

MODULE 12: AI FUTURE, ETHICS, IMPACT AND ADVANCEMENTS.

MODULE 13: SALES FORCE DEVELOPMENT USING ARTIFICIAL INTELIGENCE.

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