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Introduction to Artificial Intelligence: From Zero to AI Hero

Master AI fundamentals, machine learning, deep learning, NLP, computer vision, generative AI, and AI ethics with hands-on projects and real-world applications.

所有級別 • 40 講座 • 終身訪問

認證碩士導師

Introduction to Artificial Intelligence: From Zero to AI Hero
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認識您的導師:Veloxa Labs

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活躍的學生
美国英语
99 種語言字幕
5小時 15分
總內容

你將學到什麼

Comprehensive understanding of AI fundamentals, history, and the modern AI ecosystem including algorithms, data infrastructure, and computational requirements
Practical skills in supervised, unsupervised, and reinforcement machine learning with hands-on algorithm implementation
Deep mastery of neural network architectures including CNNs, RNNs, LSTMs, GRUs, and the revolutionary Transformer architecture
Professional-level computer vision capabilities: image classification, object detection with YOLO and SSD, and image segmentation techniques

課程內容

9 部分 • 40 講座 • 05:15:48 總長度

What is Artificial Intelligence History and Evolution

04:21

Types of AI Narrow, General, and Super AI

07:56

The AI Ecosystem Algorithms, Data, and Compute

07:17

Setting Up Your AI Development Environment

06:58

About Course and Us

01:18

Data Preprocessing, Feature Engineering, and Model Evaluation

08:38

Introduction to Machine Learning Supervised, Unsupervised, and Reinforcement Learning

08:06

Regression Algorithms Linear, Polynomial, and Logistic

07:40

Classification Algorithms SVM, KNN, Naive Bayes, and Decision Trees

09:36

Ensemble Methods Random Forest, Gradient Boosting, XGBoost

08:18

Why Repetition is Matters? Why its Important ?

08:47
每週學習計劃
規劃您的學習之旅
AI根據您的可用時間生成個人化時間表

要求

Basic computer literacy and familiarity with using web browsers, installing software, and navigating file systems

Fundamental mathematics: high school-level algebra, basic statistics (mean, standard deviation, probability), and introductory calculus concepts

Basic programming knowledge in Python is strongly recommended; familiarity with variables, functions, loops, and libraries like NumPy will accelerate

Access to a computer with minimum 8GB RAM; a modern GPU is beneficial for deep learning modules but not mandatory (cloud alternatives provided)

目標受眾

Complete beginners curious about artificial intelligence who want a structured, comprehensive introduction without overwhelming technical barriers

Software developers and engineers looking to transition into AI/ML roles or integrate intelligent features into existing applications

Data analysts and data scientists seeking to deepen their understanding of modern deep learning and generative AI techniques

Technology managers, product managers, and executives who need to understand AI capabilities, limitations, and strategic implications

關於本課程

Welcome to the most comprehensive and up-to-date introduction to Artificial Intelligence. This

course is meticulously designed to take you from absolute beginner to a confident AI practitioner,

equipped with the knowledge and skills demanded by today's rapidly evolving technological

landscape. Whether you are a student exploring career opportunities, a professional seeking to

upskill, or an enthusiast fascinated by the world of intelligent machines, this course provides the

perfect foundation.

Artificial Intelligence has transitioned from science fiction to the driving force behind modern

innovation. From the recommendation algorithms powering Netflix and Amazon to the autonomous

vehicles navigating our roads, from medical diagnosis systems saving lives to generative AI tools

transforming creative industries, AI is reshaping every aspect of human civilization. Understanding AI

is no longer optional; it is essential for anyone looking to thrive in the 21st century.

This course covers the complete AI spectrum: foundational concepts, classical machine learning

algorithms, deep learning architectures, computer vision techniques, natural language processing,

reinforcement learning, generative AI, and the critical topics of AI ethics and governance. Every

module is crafted with precision, incorporating the latest developments through 2026, including the

newest large language models, multimodal AI systems, and regulatory frameworks.

Beyond theory, this course immerses you in real-world applications through detailed case studies

from the UK's National Health Service, Australia's agricultural sector, the USA's autonomous vehicle

industry, and Asia's financial technology landscape. You will also discover advanced tricks and tips

used by industry professionals to optimize, deploy, and maintain AI systems at scale.

職業發展機會與目標職位

掌握前沿實務技能,勝任全球高薪核心職務

就業就緒型課程
可應徵的目標職位

Full Stack Software Engineer

Backend Systems Developer

Frontend Application Specialist

Automation & Scripting Engineer

預估年薪範圍
$90,000 – $145,000 / yr
全球產業需求

High Global Tech Demand

掌握的核心關鍵技能
Production Code Architecture
RESTful & Modern API Design
State Management & UI Scaling
Debugging & Automated Testing
* 估算數據基於全球科技產業薪酬指標與市場招聘報告。
認識您的講師
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看完整資料
Veloxa Labs
主要導師

Veloxa Labs develops training programs for IT professionals, cybersecurity practitioners, students, engineers, analysts, auditors, administrators, managers, and professionals preparing for recognized technical and security certifications. Its courses are structured to combine essential theory with practical technology concepts, real-world scenarios, professional best practices, and certification-focused learning.


The academy places strong emphasis on helping learners understand both the technical and management dimensions of modern information technology and cybersecurity. Course content is designed to strengthen knowledge of security, IT governance, auditing, risk management, compliance, infrastructure, business resilience, systems management, and enterprise technology operations.


Through structured professional training, VeloxaLabs aims to support learners in developing the knowledge required to evaluate technology risks, assess organizational controls, strengthen governance and security practices, prepare for professional certification examinations, and progress into IT audit, cybersecurity, risk, compliance, and technology-management roles.


By combining accessible technical education with realistic professional scenarios, VeloxaLabs seeks to make advanced technology and cybersecurity knowledge practical, understandable, and relevant to professionals working in today's rapidly evolving digital environment.

...

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