Course Details
Course Details
What You'll Learn
Topic 1 Overview of Text Mining and Text Analytics
Introduction to Natural Language Processing (NLP)
Applications of Text Analytics and Text Mining for Business Intelligence
Cross-Industry Standard Process for Data Mining (CRISP-DM)
Topic 2: Text Cleaning and Pre-processing
Install Python NLTK Package
Read In Text Corpus
Remove Punctuation and Stop Words
Pre-process Text using Tokenization, Stemming, Lemmatization
Vectorize Text using Term Frequency (TF) Vectorization, N-gram and Inverse-Document Frequency (TF-IDF)
Topic 3 Text Analytics
Part of Speech (POS) Tagging
Name Entity Recognition (NER)
Text Link Analysis and Feature Engineering
Topic 4: Sentimental Analysis
Overview of Machine Learning
Install Python Scikit Learn Package
Build a Machine Learning Model for Sentimental Analysis
Model Evaluation
Topic 5: Text Summarization
Summarize Sentiment Analysis
Visualize Text Summarization
Course Info
Prerequisite
This is an intermediate level course. The following prerequisite is assumed
Software Requirement
Please download and install the following software prior to the class
- Python 3.x https://www.python.org/downloads/
- Sublime Text 3 https://www.sublimetext.com/3
- Pycharm https://www.jetbrains.com/pycharm/download/
Job Roles
Job Roles
- Aspiring Software Developer
- Data Analyst
- Web Developer
- Automation Engineer
- Data Scientist
- System Administrator
- Bioinformatics Specialist
- Research Scientist
- Finance Professional
- Machine Learning Enthusiast
- GIS (Geographic Information System) Specialist
- IT Consultant
- Network Engineer
- Database Administrator
- Tech Entrepreneur.
Trainers
Trainers
is an accomplished IT and data specialist with over 20 years of experience in academia, ICT leadership, and professional training, with a strong focus on data analytics and Excel-based solutions. He has developed and delivered specialized training programs on Statistical Data Analysis with Excel and Visual Basic for Applications (VBA) for Excel, equipping learners with advanced data manipulation, automation, and reporting skills. His expertise extends to automating institutional reporting systems, where he successfully streamlined academic records management through Excel-based tools, integrating macros and automation to improve efficiency and accuracy. As a trainer and consultant, Dr. Siraj has taught Excel to diverse audiences, including university staff, administrative teams, and professionals in banking, security, and education, ensuring they can apply Excel for decision-making, statistical modeling, and process automation. His practical mastery of Excel is complemented by his deep knowledge of office automation and ICT project management, making him a highly sought-after trainer in data analysis and productivity tools. With his blend of hands-on technical expertise and instructional experience, Dr. Siraj stands out as a credible authority in leveraging Excel to drive organizational efficiency and data-driven strategies