Transform Your Skills: Mastering NLP Transformers & Sequence-to-Sequence Models
Mastering NLP Techniques for Enhanced Conversational AI
Updated on Jun, 2025
Language - English
Development ,Data Science,Python
Lectures -4
Duration -58 mins
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Course Description
Master transformers and sequence-to-sequence models to unlock all the secrets of NLP with our full and comprehensive course. Whether you are a data scientist, machine learning engineer, or just an AI enthusiast, this course will help you build your set of skills and knowledge to benefit from state-of-the-art NLP techniques.
What You Will Learn
Introduce NLP and Transformers: It begins with the basics of NLP and then proceeds to introduce the deep dive architecture and work under transformer models, which ranges from BERT to GPT and T5.
Sequence-to-Sequence Models: Explain the working mechanism of sequence-to-sequence models including its usage in translation tasks, summarizing text, and many more things like chatbot development.
Understand training and fine-tuning transformers and sequence-to-sequence models using popular frameworks like TensorFlow and PyTorch, among other things with hands-on experience.
Practical applications of NLP solutions for real-world problems such as sentiment analysis, question-answering, and text generation.
Advanced techniques: Transfer learning, attention mechanisms, and more recent advances in NLP research.
Why to Enroll
- Expert Tutoring: Course material is taught by NLP and machine learning industry experts and researchers with strong expertise in those areas.
- Applied projects: You get the complete learning experience with the support of practical projects and case studies, which will also improve portfolio building.
- Cutting-edge content: Be ahead of the curve with the latest trends and techniques in NLP, ensuring you are well equipped in facing the ever-changing nature of the job market.
Community and Support: Engage with an active learning community and receive personalized support and mentorship throughout the course.
Who Should Apply:
Data Scientists and Machine Learning Engineers interested in pushing their NLP forward
AI Enthusiasts aspiring to take the next jump towards transformers and sequence-to-sequence models
Tech professionals seeking to apply advanced NLP techniques in their projects.
Forgive, refine, and reshape your understanding of NLP and emerge as the most in-demand expert in one of the most exciting, constantly emerging fields in AI. Join now and take the very first step toward mastering NLP transformers and sequence-to-sequence models!
Goals
- Introduction to NLP and Transformers: Learn the basics of NLP and deep dive into transformer model architecture and functioning, such as BERT, GPT, and T5.
- Sequence-to-Sequence Models: Understand the working mechanism of sequence-to-sequence models and their usage in applications, including translation language, text summary, and chatbot development.
- Model Training and Fine-Tuning: Hands-on training and fine-tuning of transformers and sequence-to-sequence models from best practice and major frameworks like TensorFlow and PyTorch.
- Real-World Applications: Apply NLP solutions to real-world problems such as sentiment analysis, question answering, and text generation.
- Advanced Techniques: Learn about transfer learning, attention mechanisms, and recent advancements in NLP research.
- Why Join?
- Learn from industry experts and researchers who have hands-on experience in NLP and machine learning.
- Apply your skills through projects and case studies to enhance your learning experience and build a great portfolio.
- Keep pace with the latest trends and techniques of NLP, thus preparing for an evolving job market.
- Community and Support : Engage with a rich community of learners and personalized support and mentorship.
Prerequisites
None
Curriculum
Check out the detailed breakdown of what’s inside the course
Mastering Word Embeddings: Your Ultimate Guide to NLP Techniques
4 Lectures
-
Mastering Word Embeddings: Your Ultimate Guide to NLP Techniques
17:52
17:52
-
Master Sequence-to-Sequence Models in PyTorch: Hands-On Practical Experience
15:50
15:50
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Mastering Word Embeddings: Unlocking GloVe and Advanced Techniques
14:10
14:10
-
Unveiling Twitter's Secrets: Mastering Advanced Word Embedding Techniques
11:06
11:06
Instructor Details
AKHIL VYDYULA
Data Scientist | Data & Analytics Specialist | EntrepreneurHello, I'm Akhil, a Senior Data Scientist at PwC specializing in the Advisory Consulting practice with a focus on Data and Analytics.
My career journey has provided me with the opportunity to delve into various aspects of data analysis and modelling, particularly within the BFSI sector, where I've managed the full lifecycle of development and execution.
I possess a diverse skill set that includes data wrangling, feature engineering, algorithm development, and model implementation. My expertise lies in leveraging advanced data mining techniques, such as statistical analysis, hypothesis testing, regression analysis, and both unsupervised and supervised machine learning, to uncover valuable insights and drive data-informed decisions. I'm especially passionate about risk identification through decision models, and I've honed my skills in machine learning algorithms, data/text mining, and data visualization to tackle these challenges effectively.
Currently, I am deeply involved in an exciting Amazon cloud project, focusing on the end-to-end development of ETL processes. I write ETL code using PySpark/Spark SQL to extract data from S3 buckets, perform necessary transformations, and execute scripts via EMR services. The processed data is then loaded into Postgres SQL (RDS/Redshift) in full, incremental, and live modes. To streamline operations, I’ve automated this process by setting up jobs in Step Functions, which trigger EMR instances in a specified sequence and provide execution status notifications. These Step Functions are scheduled through EventBridge rules.
Moreover, I've extensively utilized AWS Glue to replicate source data from on-premises systems to raw-layer S3 buckets using AWS DMS services. One of my key strengths is understanding the intricacies of data and applying precise transformations to convert data from multiple tables into key-value pairs. I’ve also optimized stored procedures in Postgres SQL to efficiently perform second-level transformations, joining multiple tables and loading the data into final tables.
I am passionate about harnessing the power of data to generate actionable insights and improve business outcomes. If you share this passion or are interested in collaborating on data-driven projects, I would love to connect. Let’s explore the endless possibilities that data analytics can offer!
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