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Chakrit Phain
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Softnix how ml_work_0.1draft
How machine learning work
Data & Analytics
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Softnix how ml_work_0.1draft
1.
Root of Machine
Learning (Draft) แก่นแท้การเรียนรู้ของเครื่อง Private training @Softnix HQ By Chakrit Phain Softnix Technology Co.,Ltd.
2.
Game Arcade
4.
Somchai & Somkiat
who has play AB Button game and how to detect him with machinelearning Let’s do Somchai & Somkiat
13.
Unsupervised Learning
14.
K-Means , DB-Scan
, Hierarchical
15.
LAB #1 Unsupervised Learning
16.
Click to add
text Click to add text คลิกเพื่อแทรกเนื้อหา
17.
Click to add
text Click to add text คลิกเพื่อแทรกเนื้อหา
18.
Click to add
text Click to add text คลิกเพื่อแทรกเนื้อหา
19.
What do you
get with this experiment? • Unsupervised Learning เหมาะกับงานประเภทแบ่งกลุ่มจัดกลุ่มมากกว่าการ นำมาแยกสิ่งที่เรารู้อยู่แล้ว • ดูเหมือนว่า DB-Scan จะดูดีสุดในงานลักษณะนี้ เพราะพฤติกรรมการกดจะใกล้ กัน • แล้ว K-means เหมาะในงานลักษณะไหน? • แล้ว Hierarchial ล่ะ?
20.
Supervised Learning
22.
Click to add
text Click to add text คลิกเพื่อแทรกเนื้อหา y = -1.33x+1.6
23.
Click to add
text Click to add text คลิกเพื่อแทรกเนื้อหา y = -1.33x+1.6 Somchai Somkiat
24.
Pause ||
25.
Welcome to Neural
Network
26.
Single Layer Perceptron
27.
AND Gate x1 +
x2 – 1.5 > 0 Output that shown 1 x1 + x2 – 1.5 < 0 Output that shown 0
28.
OR Gate x1 +
x2 – 0.5 > 0 Output that shown 1 x1 + x2 – 0.5 < 0 Output that shown 0
29.
LAB #2 AND
Gate , OR Gate
30.
Continue ►
31.
How do we
solve this problem? y = -1.33x+1.6
32.
Let’s do with
code
34.
Why we got
accuracy 0.95?
35.
Click to add
text Click to add text คลิกเพื่อแทรกเนื้อหา y = -1.33x+1.6 Error
36.
Click to add
text คลิกเพื่อแทรกเนื้อหา Overfit
37.
Click to add
text คลิกเพื่อแทรกเนื้อหา
38.
Multilayer Perceptron
39.
Multilayer Perceptron
40.
Multilayer Perceptron
41.
Multilayer Perceptron with
AND Gate
42.
LAB #3 Solve
this problem again
43.
Back Propagation
44.
w1 w2 f(1.1w1+0.3w2+ w0) Output 1.1 0.3 Error Feedback
45.
Gradient Descent
46.
AND GATE with
Keras library for python
47.
AND Gate
48.
Machine Learning Professor Asst.
Prof. Sukree Sinthupinyo, Ph.D. Andrew Ng Ph.D.
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