AI Engineering

1. Deep Learning

• Pengenalan Deep Learning
  • Artificial Neural Network (ANN)
  • Recurrent Neural Network (RNN)
  • Convolutional Neural Network (CNN)
• Implementasi Model
  • Model Regresi
  • Model Klasifikasi
  • Konvolusi untuk Pengolahan Citra
  • Comprehensive Exploration of Global Topics in English

2. Time Series Analysis

• Univariate Time Series
• Multivariate Time Series

3. Natural Language Processing (NLP)

• Text Preprocessing

• Lowercase
• Regular Expressions
• Tokenization
• Stop Words Removal
• Stemming dan Lemmatization
• N-grams

• Parts of Speech & Named Entity Recognition

• Text Tagging
• POS (Parts of Speech) Tagging
• Named Entity Recognition (NER)

• Vectorizing Text

• Bag of Words (BoW)
• TF-IDF (Term Frequency–Inverse Document Frequency)
• Word Embeddings

• Topic Modelling

• Latent Dirichlet Allocation (LDA)
• Latent Semantic Analysis (LSA)

Text Classification

• Machine Learning untuk Klasifikasi Teks
• Neural Network untuk Klasifikasi Teks
• Comprehensive Exploration of Global Topics in English

4. Large Language Model (LLM)

• Apa itu LLM?
• Pengembangan LLM

5. Big Data

• Big Data Technology
• Spark

6. MLOps

• Apache Airflow
• MLflow
• Docker

7. Final Project

• Overview & Briefing Proyek
• Timeline dan Tahapan Proyek
• Comprehensive Exploration of Global Topics in English
• Capstone Presentation

 9. Bonus Class

• Effective English Communication for Analysts, Scientists & Engineers
• English Interview Preparation