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Training Date : 18-19 May 2021                                                         

สำคัญ!!! กรุณารอการยืนยันเปิดการอบรมจากเจ้าหน้าที่ก่อนการชำระค่าลงทะเบียน

Time : 12 ชั่วโมง
Days : 2 วัน
Duration : 09:00 – 16:00 น.
Fee : ราคาปกติ 12,840 THB   4,815 THB
ราคารวมภาษีมูลค่าเพิ่มร้อยละ7 และได้รับการยกเว้นไม่ต้องหักภาษี ณ ที่จ่าย ร้อยละ3

สนับสนุนโดย

Language : ไทย
Instructor : อ.ทัพนันทน์ เอี่ยวพานทอง, ผู้อำนวยการศูนย์ระบบอัจฉริยะ มหาวิทยาลัยอัสสัมชัญ
Who Should Attend : โปรแกรมเมอร์ที่อยากพัฒนาความรู้ด้าน AI หรือผู้ที่สนใจอยากพัฒนาทักษะ AI ไม่จำกัดเพศและอายุ
PREREQUISITE Basic Python or programming skills, and Basic mathematics + statistics (if any)
Description          A training workshop on the mathematical fundamentals required for understanding data science and machine learning techniques. Designed for individuals intending to pursue knowledge in the fields, topics include basic probability theory, understanding expectations and random processes, cluster analysis and linear modelling using standard tools in statistics.
Course Syllabus
  • Lesson 1 Basic Probability Theory
    1.1. Probabilities & Probability Spaces
    1.2. Conditional Probabilities & Bayes Theorem
    1.3. Random Variables & Probability Distributions
    1.4. Multivariate & Joint Probability Distributions
  • Lesson 2 Expectations & Random Processes
    2.1. Means, Variances & Covariances
    2.2. Understanding Random Processes & Convergence
    2.3. Confidence Intervals
    2.4. Hypothesis Testing
  • Lesson 3 Cluster Analysis
    3.1. Overview of Cluster Analysis
    3.2. Simple Hierarchical Clustering
    3.3. K-Means
    3.4. Evaluating Clusters: Impurity & Silhouette Scores
  • Lesson 4 Linear Models
    4.1. Overview of Regression Models
    4.2. Parametric & Non-parametric Estimation
    4.3. Ordinary Least Square (OLS) Estimation
    4.4. Evaluating Regression Models: MSE & R2
Payment Condition : Payment can be made by:

1. Cash or Credit Card or Bank Cheque payable to “Software Park Thailand #2” (a post-dated cheque is not accepted) on the first day of the service or within the last day of the service.
2. Account transfer and send the proof of the payment (the deposit slip) via fax or email to fax no. 02-583-2884 or email ttd@swpark.or.th

2.1 Siam Commercial Bank, Chaengwattana Branch
Saving Account Number: 324-2-56262-0
Account Name: Software Park Thailand#2

2.2 Krungsri Bank, Chaengwattana (Software Park) Branch
Saving Account Number: 329-1-34850-3
Account Name: Software Park Thailand#2

Notes:

  • Withholding tax (3%) is exempt.
  • Should you need to withdraw, you must send the notice of the withdrawal in writing no later than 7 working days before the commencement date. The cancellation less than 7 days will be subject to a fine of 40% of the fee.
  • Software Park Thailand reserves the rights to cancel courses due to unforeseen circumstances.
Contact Person : For more information, contact our course coordinator on:

Ms. Merinya Punsoun (Paeng)

Tel: +66-2583-9992 Ext. 1443

Fax: +66-2583-2884

Email: Merinya.pun@nstda.or.th , cc jirawan@swpark.or.th

You are encouraged to use the course schedule as a guide to plan your training. The schedule is accessible at www.swpark.or.th for more information.

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12,840 ฿ 4,815 ฿

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