āϞāĻžāχāĻ­ (āĻ…āύāϞāĻžāχāύ) āϕ⧋āĻ°ā§āϏ

Machine Learning for Natural Language Processing

Welcome to Innovative Skills, your trusted partner in harnessing the potential of Natural Language Processing (NLP) through state-of-the-art Machine Learning solutions. Our mission is to empower your organization with innovative skills and technology that will revolutionize the way you interact with language data.

Duration: 40 Classes Class Type: Live (Online) Batch: 10
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āĻ•ā§āϞāĻžāϏ āϰ⧇āĻ•āĻ°ā§āĻĄāĻŋāĻ‚ āĻ“ āϞāĻžāχāĻĢāϟāĻžāχāĻŽ āĻāĻ•ā§āϏ⧇āϏ

āĻŦā§āϝāĻžāϚ āĻļ⧁āϰ⧁

2026-04-15

āϞāĻžāχāĻ­ āĻ•ā§āϞāĻžāϏ

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41

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āĻ•āĻžāϰāĻŋāϕ⧁āϞāĻžāĻŽ

Topic-1 (How to do Automated Data Collection for NLP Project)
  • Locator Finding (Xpath. CSS. SELECTOR. ID. CLASS NAME....)
  • How to collect multiple data in single page
  • How to collect multiple page data
  • How to use regex in data collection
  • How to do brainstorm in a critical problems
  • How to handle cache issue
  • How to handle waiting Time
  • How to download file
  • How to handle google recaptcha (common pattern)
  • How to handle JS pagination to collect data
  • How to handle loader using scroll
  • How Does Scroll works mathematically
  • How to handle various click events
  • How to send data to a form
  • Comment Collection project
  • Lead generation Project from Google.
  • How to do freelancing in this sector
Topic-2 (Extraction, Transformation Loading Processing in NLP)
  • Extraction Techniques from various Sources
  • Transformation Techniques from Various Sources
  • SQL (How to Deal with SQL Source)
  • Feature Engineering
  • Loading techniques into various destination
  • Task Scheduler in ETL Automation
  • Build a ETL Automation Workflow using Airflow
  • Build a projects
Topic-3 (Text Preprocessing in NLP)
  • Lowercasing
  • Removing Punctuation
  • Tokenization
  • Stopwords Removal
  • Stemming
  • Lemmatization
  • Removing Numbers
  • Removing Extra Whitespace
Topic-4 (Vectorization Technique in NLP)
  • Bag of Words (BoW)
  • TF-IDF
  • CountVectorizer
  • Word Embeddings (After Deep Learning)
  • Sentence Embeddings (After Deep Learning)
Topic-5 (Traditional Machine Learning Algorithm - Theory + Implementation)
  • Linear Regression
  • Logistic Regression
  • Naive Bayes
  • Support Vector Machine
  • Decision Tree
  • Topic Modeling
  • Clustering
  • 2 Projects
Topic-6 (Deep Learning models - Theory + Implementation)
  • Artificial Neural Network
  • Deep Neural Network
  • Convolutional Neural Network
  • RNN
  • LSTM
  • GRU
  • 2 Projects
Topic-7 (Generative AI Foundation- Theory + Implementation)
  • Transformer
  • Attention with Self Attention
  • Positional Encoding & Layer Normalization
Topic-8 (Large Language Models (Theory + Implementation)
  • LLM use cases and tasks
  • Pre-training various large language models
  • Fine Tune Large Language Models
  • 2 Projects
Topic-9 (Knowledge Distillation)
  • Model Compression
  • Teacher vs. Student Model
  • Soft Targets vs. Hard Labels
  • Temperature Scaling in Softmax
  • KD Loss (KL Divergence between soft outputs)
  • Cross-Entropy with Ground Truth
  • Response-Based Distillation (Logits)
  • Feature-Based Distillation (Intermediate Representations)
  • Relation-Based Distillation (Structure or similarity between layers)
  • Self-Distillation (student learns from its own intermediate layers)
Topic-10 (Evaluation Metrics in Machine Learning - This will cover after Machine Learning Algorithms)
  • Classification Metrics (Accuracy
  • Precision
  • Recall (Sensitivity)
  • F1 Score
  • ROC-AUC Score
  • Confusion Matrix)
  • Regression Metrics (Mean Absolute Error
  • Mean Squared Error (MSE)
  • Root Mean Squared Error (RMSE)
  • R² Score (Coefficient of Determination))
  • Clustering Metrics
Topic-11 (Deep Learning Loss Function Techniques)
  • Understanding Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU)
Topic-12 (Fine Tuning Techniques in LLM)
  • Transfer Learning
  • Domain-Specific Fine-Tuning
  • Few-Shot and Zero-Shot Learning
  • Prompt Tuning
  • Adapter Tuning
  • Regularization
  • Learning Rate Scheduling
Projects
  • Spam Detection
  • Sentiment Analysis
  • Smart CV
  • AI Chatbot
  • PDF Summarizer Chatbot
  • PDF Formatter
  • Systematic Review Paper Generation
  • AI Agent using Langchain

Salman Md Sultan

Education

  • ,

IT Industrial Experience (6 Years)

No. Institution Designation Duration
1 CEO, Innovative Skills Ltd | Former Report Analyst, Robi | Former Technical Team Leader, European IT Solutions | Former AI Researcher, WMCS LAB, Chosun University, South Korea

Project/Research

Shukhdev Datta

Education

  • ,

IT Industrial Experience ( Years)

No. Institution Designation Duration
1 AI Engineer, Innovative Skills Ltd

Project/Research

Mahir Islam

Education

  • ,

IT Industrial Experience ( Years)

No. Institution Designation Duration
1 Software Engineer, Innovative Skills Ltd

Project/Research

Mehrajul Islam

Education

  • ,

IT Industrial Experience ( Years)

No. Institution Designation Duration
1 Software Engineer, App-Connect, gmbh | Former AI Engineer, AI Innovator | Code Sumurai 24 Champion

Project/Research

Reviews through our website

Reviews through Social Media

Tasfiq Kamran

Aminul Mahi

Shaiful Islam

MD Asadullah Shibli

Obaydullah Hasib

Nirban Mitra Joy

Md Maniruzzaman Manir

Md Anower Hossain

Mehedi Azad

Alomghir Hossain

Video Feedback

Student - 1
Student - 2
Student - 3
Student - 4
Student - 5

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āϞāĻžāχāĻ­ āĻŦā§āϝāĻžāϚ â€ĸ āϏ⧀āĻŽāĻŋāϤ āϏāĻŋāϟ

  • ⏱ Duration40 Classes
  • đŸĒ‘ Available Seats41
  • 📡 Class Type āϞāĻžāχāĻ­ (āĻ…āύāϞāĻžāχāύ)
  • 🔓 AccessLifetime

Priceā§ŗ 6000

Discount Priceā§ŗ 4020

āĻŦā§āϝāĻžāĻšā§‡ āĻ­āĻ°ā§āϤāĻŋ āĻšā§‹āύ

āϕ⧋āĻ°ā§āϏ āχāĻ¨ā§āϏāĻŸā§āϰāĻžāĻ•ā§āϟāϰ āĻĄāĻŋāĻŸā§‡āχāϞāϏ

Course Instructor

Salman Md Sultan

Salman Md Sultan

CEO, Innovative Skills Ltd | Former Report Analyst, Robi | Former Technical Team Leader, European IT Solutions | Former AI Researcher, WMCS LAB, Chosun University, South Korea

Course Instructor

Shukhdev Datta

Shukhdev Datta

AI Engineer, Innovative Skills Ltd

Course Instructor

Mahir Islam

Mahir Islam

Software Engineer, Innovative Skills Ltd

Course Instructor

Mehrajul Islam

Mehrajul Islam

Software Engineer, App-Connect, gmbh | Former AI Engineer, AI Innovator | Code Sumurai 24 Champion

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Python logo

Python

Hugging Face logo

Hugging Face

Numpy logo

Numpy

Pandas logo

Pandas

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Keras

āφāĻŽāĻžāĻĻ⧇āϰ āĻļāĻŋāĻ•ā§āώāĻžāĻ°ā§āĻĨā§€āĻĻ⧇āϰ āϏāĻžāĻĢāĻ˛ā§āϝ⧇āϰ āĻ—āĻ˛ā§āĻĒ

Shukhdev Datta

ML Engineer

Shukhdev Datta

Mahibullah Siddique

Software Developer

Mahibullah Siddique

Mirza Shakil

Entrepreneur

Mirza Shakil

Mostakim Alvi

AI Engineer

Mostakim Alvi

Md Tanvir Islam

Graduate Research Assistant

Md Tanvir Islam

Shafkat Khan

ML Engineer

Shafkat Khan

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Shaiful Islam
Shaiful Islam
(5.0) 1 year ago

Embarking on a 4IR journey? Choose Innovative Skills. From Computer Vision, and NLP to other cutting-edge courses, their hands-on approach and expert insights made complex topics feel approachable, igniting a passion in me I never knew I had. If you're on the fence about where to start, trust me, this is the place. Dive in, and let them be the compass to your future.

Obaydullah Hasib
Obaydullah Hasib
(5.0) 1 year ago

Enrolling in the "Python Development with Django" course at ISBD has been a transformative experience. Salman Vai, our instructor, is so supportive, he treats me like a brother. His teaching style is exceptional, breaking down complex concepts with clarity and enthusiasm. The detailed course structure ensures a comprehensive understanding. If you're seeking a top-notch educational destination, ISBD is the place to be. I recommend it for anyone looking to upskill and looking for a very good learning environment.

Siraj Us Salekin
Siraj Us Salekin
(5.0) 1 year ago

Innovative Skills BD provided an excellent foundation for my journey into Machine Learning and Deep Learning. The NLP course, led by the phenomenal instructor Salman Bhai, was instrumental in teaching practical NLP model building and fostering a clear understanding of NLP classification, chatbots, and recommendation systems. However, it's important to note that this course is best suited for those with some programming experience. While highly valuable, it may be challenging for complete beginners. Ideal participants include recent university graduates or programmers seeking practical NLP knowledge. Salman Bhai's skillful guidance sets you on the right path. Those with strong self-study skills or a genuine desire to expand their NLP knowledge will find this course to be an excellent fit. Salman Bhai and his team were incredibly supportive throughout the program. Their dedication to continuous workshops and industry knowledge sharing significantly enhanced the learning experience. Overall Rating: 4.5 out of 5 stars A minor suggestion for improvement: While the course is fantastic, full beginner-friendliness with comprehensive code explanations for those entirely new to implementation would elevate it to a perfect score. However, for the hard-working student, this knowledge gap can be readily addressed through additional self-study using documentation or online resources. Ultimately, even the challenges encountered are part of the rewarding learning process. Thank you once again to Salman Bhai and his team!

Rahmatullah Masum
Rahmatullah Masum
(5.0) 1 year ago

Assalamu Alaikum. 'Machine Learning for NLP' and other courses offered by Innovative Skills BD are well organized and the instructors are very helpful. So I recommend the courses of Innovative Skills BD.

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