Sentiment Analysis & Natural Language Procession - Zero Coding
Languages
English + Gujarati + Hindi + Telugu
Batch Size
20-25
Duration
40 hours
Course Contents
- This course dives deep into Sentiment analysis, ability to recognize subtle nuances in emotions and opinions using deep learning techniques
- How to use common Text Mining and NLP techniques
- How to use Regex to clean up Tweets/text
- How to use NLTK to pre-process text
- How to use Scikit-Learn to build a Sentiment Analysis prediction model
- How to predict the sentiment of any tweet/unstructured data
- Need for Text Mining, Gain an understanding of Text Mining & NLP
- Applications of NLP
- Text Reading Procedures
- Clean and preprocess text data, using sentence tokenization, word tokenization
- Demonstrate the use of Bigrams, Trigrams and Ngrams using NLTK
- Implement Stemming, Lemmatization and Stop-Word removal
- Describe your text data with Parts of Speech Tagging and Named Entity Recognition (NER)
- Implementing and comparing Porter, Lancaster and Snowball Stemmer
- Understand and implement the concept of Bag of Words, Count Vectorization technique, Term Frequency (TF)-Inverse Document Frequency (IDF)
- Use Naïve Bayes classifier to classify labelled text data and leveraging Confusion Matrix in Text analytics
- Twitter Sentiment Classification
- Understand Sentiment Analysis and its scope
- Use Tweeter widget to fetch Real-Time data from Twitter
- Analyze the sentiment score of tweets using different algorithm of Sentiment Analysis like Vader, Multilingual
- Twitter Sentiment Classification
- Final Project
Who Can Take This Course? Anyone and everyone who loves numbers and computer codes! From students to working professionals and data analysts and machine learning specialists, this course is open to all.
- Basic computer skills
- An understanding of high school mathematics or statistics (don’t worry, it’s not as scary as it sounds!)
- A strong zeal to learn and upskill yourself. Inquisitiveness and passion are the key!
Instructor Profile
Expert in Lean Six Sigma | Data Scientist | Predictive Analytics | Storytelling with Data |Certified as LSS Master Black Belt by Indian Statistical Institute
This course includes:
100% Online Sessions
Instructor led
Customizable Syllabus
Customizable Schedule
Certificate of Completion
Training Recordings
Training Resources
Learner Assessment
StepUpwards Training Requirement Form
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