The truth about AI and why you should learn it - Computerphile explains

David Bombal · Beginner ·📐 ML Fundamentals ·3y ago
If you are into cybersecurity or any other field, you probably want to learn about AI and ML. They can really help your resume and help you increase the $$$ you earn. AI just become Sentient? And will it take your job? Or is AI just a fantastic opportunity for you to get a better job? In this interview with Dr Michael Pound we discuss hype vs reality and get a quick start guide on how to learn AI. // MENU // 00:00 - Coming Up 00:45 - Intro 01:10 - Michael Pound introduction 02:49 - Will AI take our jobs? 04:55 - What is LaMDA? 08:38 - Can Python functions get lonely? 11:26 - The definition of "sentience" 11:59 - AI vs Machine Learning 18:48 - Neural Networks 19:49 - Malware example 21:59 - Stochastic Gradient Descent 22:30 - Supervised learning 23:45 - Unsupervised learning 26:03 - Reinforcement learning 27:35 - Are the robots taking over? 30:14 - What is AI really good at? 33:28 - Definition of Deep Learning 35:37 - Neural Networks 36:53 - What to learn 40:50 - Using PyTorch 43:52 - Google colab 44:48 - Study recommendations 46:16 - The demand for AI skills 48:15 - Teaching cyber security 50:06 - Final Advice 55:09 - Conclusion // Video mentions // ComputerPhile (lambda is not sentient): https://youtu.be/iBouACLc-hw Data Analysis Playlist: https://www.youtube.com/watch?v=NxYEzbbpk-4&list=PLzH6n4zXuckpfMu_4Ff8E7Z1behQks5ba Neural Networks Playlist: https://www.youtube.com/watch?v=py5byOOHZM8&list=PLzH6n4zXuckoezZuZPnXXbvN-9jMFV0qh Computer Vision Playlist: https://www.youtube.com/watch?v=C_zFhWdM4ic&list=PLzH6n4zXuckoRdljSlM2k35BufTYXNNeF // BOOK // Deep learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville: https://amzn.to/3vmu4LP // COURSE // AI For Everyone by Andrew Ng: https://www.coursera.org/learn/ai-for-everyone // PyTorch // Github: https://github.com/pytorch Website: https://pytorch.org/ Documentation: https://ai.facebook.com/tools/pytorch/ // Mike SOCIAL // Twitter: https://twitter.com/_mikepound YouTube: https://www.youtube.com/user/Comp
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4 HPE Network Protector SDN Application Part 3 - Lab Setup using Physical Switches
HPE Network Protector SDN Application Part 3 - Lab Setup using Physical Switches
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5 HPE Network Protector SDN Application Part 4 - Demo of malicious websites blocked
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6 HPE Network Protector SDN Application Part 5 - Demo OpenFlow table interception flows
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7 HPE Network Protector SDN Application Part 6 - Demo of Physical Switch configuration
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10 HPE Network Protector SDN Application Part 9 - Demo switches interception of DNS traffic
HPE Network Protector SDN Application Part 9 - Demo switches interception of DNS traffic
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11 GNS3 Talks: GNS3 version 1.5.X Appliance Tips
GNS3 Talks: GNS3 version 1.5.X Appliance Tips
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12 CCNA 200-125 Exam: AAA demo: TACACS+ with GNS3
CCNA 200-125 Exam: AAA demo: TACACS+ with GNS3
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14 CCNA #012: Learn SNMP with GNS3, Wireshark and Solarwinds NPM - CCNA 200-125 exam
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15 CCNA #013: Spanning Tree CCNA Exam Questions: Know the answer? CCNA 200-125 exam
CCNA #013: Spanning Tree CCNA Exam Questions: Know the answer? CCNA 200-125 exam
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16 GNS3 2.0.0 beta : GNS3 VM integration with GNS3 GUI
GNS3 2.0.0 beta : GNS3 VM integration with GNS3 GUI
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17 CCNA #018: Routing exam questions: Who wins? OSPF, EIGRP or RIP? Sure? CCNA 200-125 exam
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18 CCNA #019: Spanning Tree CCNA Exam Questions: Root Bridge, Root Port and more: CCNA 200-125 exam
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19 GNS3 Download, installation and configuration - GNS3 1.5.3 and Windows 10
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20 CCNA #023 EIGRP Neighbor Troubleshooting (DUAL Issues) for the CCNA 200-125 Exam
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21 GNS3 2.0 Architecture and schema Part 1: What is the GNS3 Controller?
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22 GNS3 2.0 Architecture and schema Part 2: Emulators and virtualization
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23 CCNA #028 VTP Troubleshooting for the CCNA 200-125 Exam
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24 CCNA #029 VTP & DTP Troubleshooting for the CCNA 200-125 Exam
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25 CCNA #030 VTP Troubleshooting for the CCNA 200-125 Exam
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26 GNS3 : How to download Cisco IOS images and VIRL images. Which is the best? How do you get them?
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27 GNS3 ASA setup: Import and configure Cisco ASAv with GNS3
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28 GNS3 switching setup and options: Cisco and other switching options in GNS3
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29 GNS3 switching setup and options Part 2: GNS3 unmanaged built-in switch
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30 GNS3 switching setup and options Part 3: Router on a sick with GNS3 unmanaged built-in switch
GNS3 switching setup and options Part 3: Router on a sick with GNS3 unmanaged built-in switch
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31 GNS3 switching setup and options Part 4: Etherswitch Router for Cisco Dynamips Part 1
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32 GNS3 switching setup and options Part 5: Etherswitch Router for Cisco Dynamips Part 2
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33 GNS3 switching setup and options Part 6: Etherswitch, Wireshark, 802.1Q, InterVLAN routing
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34 GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 1: GNS3 Switching Part 7
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35 GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 2: GNS3 Switching Part 8
GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 2: GNS3 Switching Part 8
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36 GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 3: GNS3 Switching Part 9
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37 GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 4: GNS3 Switching Part 10
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38 GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 5: GNS3 Switching Part 11
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39 GNS3 Nexus (NX-OSv) switch setup and configuration Part 1: GNS3 switching options Part 12
GNS3 Nexus (NX-OSv) switch setup and configuration Part 1: GNS3 switching options Part 12
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40 GNS3 Nexus (NX-OSv) switch setup and configuration Part 2: GNS3 switching options Part 13
GNS3 Nexus (NX-OSv) switch setup and configuration Part 2: GNS3 switching options Part 13
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41 GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 6: GNS3 Switching Part 14
GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 6: GNS3 Switching Part 14
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42 GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 7: GNS3 Switching Part 15
GNS3 Talks: Docker, Open vSwitch, SDN and OpenFlow Part 7: GNS3 Switching Part 15
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43 GNS3 Cisco CSR 1000v setup and configuration Part 1: GNS3 NFV
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44 GNS3 Cisco CSR 1000v setup and configuration Part 2: GNS3 NFV
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45 GNS3 Talks: Use the NAT node to connect GNS3 to the Internet easily!
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46 GNS3 Talks: GNS3 2.0 RC1 is now available
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47 GNS3 Talks: GNS3 2.0 Portable Projects - easily export and import GNS3 projects
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48 GNS3 Talks: Multiple clients sharing projects in real time, plus console session shadowing!
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49 CCNA #035 NAT Troubleshooting Scenario 1 - Can you find the issue? CCNA Exam 200-125 troubleshooting
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50 CCNA #036 NAT Troubleshooting Scenario 2 - Can you find the issue? CCNA Exam 200-125 troubleshooting
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51 GNS3 Talks: ESXi, GNS3 VM and KVM support Part 1: leverage servers and the cloud
GNS3 Talks: ESXi, GNS3 VM and KVM support Part 1: leverage servers and the cloud
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52 CCNA #037 OSPF Troubleshooting - can you find the issue? CCNA Exam 200-125 troubleshooting
CCNA #037 OSPF Troubleshooting - can you find the issue? CCNA Exam 200-125 troubleshooting
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53 GNS3 Talks: ESXi, GNS3 VM and KVM support Part 2:  leverage servers and the cloud
GNS3 Talks: ESXi, GNS3 VM and KVM support Part 2: leverage servers and the cloud
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54 CCNA #038 NAT Troubleshooting Scenario 3 - Can you find the issue? CCNA Exam 200-125 troubleshooting
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55 CCNA #039 - OSPF DR, BR and DROTHER Election - do you know the answers?
CCNA #039 - OSPF DR, BR and DROTHER Election - do you know the answers?
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56 CCNA #040 NAT Troubleshooting Scenario 4 - Can you find the issue? CCNA Exam 200-125 troubleshooting
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57 GNS3 Talks: Arista vEOS GNS3 import and configuration Part 1
GNS3 Talks: Arista vEOS GNS3 import and configuration Part 1
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58 CCNA #041 - OSPF DR, BR and DROTHER Election - do you know the answers?
CCNA #041 - OSPF DR, BR and DROTHER Election - do you know the answers?
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59 GNS3 Talks: Arista vEOS GNS3 import and configuration Part 2
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60 GNS3 Talks: ipterm: Linux, Docker, Python, SDN and more! Part 1
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Chapters (26)

Coming Up
0:45 Intro
1:10 Michael Pound introduction
2:49 Will AI take our jobs?
4:55 What is LaMDA?
8:38 Can Python functions get lonely?
11:26 The definition of "sentience"
11:59 AI vs Machine Learning
18:48 Neural Networks
19:49 Malware example
21:59 Stochastic Gradient Descent
22:30 Supervised learning
23:45 Unsupervised learning
26:03 Reinforcement learning
27:35 Are the robots taking over?
30:14 What is AI really good at?
33:28 Definition of Deep Learning
35:37 Neural Networks
36:53 What to learn
40:50 Using PyTorch
43:52 Google colab
44:48 Study recommendations
46:16 The demand for AI skills
48:15 Teaching cyber security
50:06 Final Advice
55:09 Conclusion
Up next
Object Oriented Python
Coursera
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