class.x-ai // Employability Skills & AI (417)

class.x-ai.index — VM-LEARNING // track_01 12_chapters

root@vm-learning ~ $ open class.x --track=ai

subject:Employability Skills & AI code:417 level:II (of IV) chapters:12 · 5 part_a + 7 part_b session:2026 — 27

<class.x/> EMPLOYABILITY_&_AI

// Level-two deep dive: the full AI Project Cycle, ethics, modelling, evaluation, CV, NLP, and advanced Python.

◆part.a — employability

PART A — Employability Skills

// 5 foundation units · continuation from class.ix

part.a · unit_01

Communication Skills – II

Feedback, Barriers, 7 Cs & Writing Skills

ch_a1[ open ] →

part.a · unit_02

Self-Management Skills – II

Stress, Self-Awareness, Motivation, Goals & Time

ch_a2[ open ] →

part.a · unit_03

ICT Skills – II

Operating Systems · Files · Care · Security

ch_a3[ open ] →

part.a · unit_04

Entrepreneurial Skills – II

Society · Qualities · Functions · Myths · Career

ch_a4[ open ] →

part.a · unit_05

Green Skills – II

Sustainable Development & Our Responsibility

ch_a5[ open ] →

◆part.b — ai.modules

PART B — Artificial Intelligence

// 7 modules · project cycle → modelling → evaluation → CV → NLP → python

part.b · unit_01

Revisiting AI Project Cycle & Ethical Frameworks

AI Project Cycle · AI Domains · Ethical Frameworks · Bioethics

ch_b1[ open ] →

part.b · unit_02

Advanced Concepts of Modeling in AI

AI · ML · DL · Rule-based vs Learning · Neural Networks

ch_b2[ open ] →

part.b · unit_03

Evaluating Models

Train-Test Split · Accuracy · Confusion Matrix · Precision · Recall · F1

ch_b3[ open ] →

part.b · unit_04

Statistical Data

Data Science · No-Code AI · Orange Data Mining · Statistics

ch_b4[ open ] →

part.b · unit_05

Computer Vision

Pixels · RGB · Image Features · Convolution · CNN

ch_b5[ open ] →

part.b · unit_06

Natural Language Processing

Stages · Chatbots · Text Processing · Bag of Words · TF-IDF

ch_b6[ open ] →

part.b · unit_07

Advance Python

Jupyter · Virtual Env · NumPy · Pandas · Matplotlib · OpenCV

ch_b7[ open ] →

root@vm-learning~$echo"end_of_index"