ADS&MLApplied Data Science & Machine Learning
التقييم:
الإنجليزي
متوسط
لا توجد جلسات متاحة في هذه اللحظة.
تواصل مع مستشار التدريب لدينا لمعرفة المزيد عن الجلسات المتاحة التالية.
لتحميل الكتيب
نبذة عن الدورة التدريبية
المخرجات الرئيسية
Harvard University
This program is from Harvard’s Office of the Vice Provost for Advances in Learning (VPAL), in association with HarvardX. It is offered in collaboration with GetSmarter, an edX partner.Gain a holistic perspective on cybersecurity risk and mitigation, and get recognised for your knowledge with a premier certificate from Harvard’s VPAL.
محتوى الدورة التدريبية
DAY 1 Datas Wrangling
→ Module 1: Introduction to Data Cleaning
and Wrangling
→ Module 2: Handling Missing Data and
Outliers
→ Module 3: Data Transformation Techniques
→ Module 4: Using dplyr for Data
Manipulation
→ Module 5: Using tidyr for Data Wrangling
→ Module 6: Practical Session: Data
Wrangling Exercises
→ Module 7: Q&A and Wrap-Up
DAY 2 Linear Regression
→ Module 1: Concepts of Linear Regression
→ Module 2: Simple Linear Regression Analysis
→ Module 3: Multiple Regression Analysis
→ Module 4: Model Evaluation and Diagnostics
→ Module 5: Practical Session: Linear
Regression in R
→ Module 6: Case Study: Real-World
Regression Problems
→ Module 7: Q&A and Wrap-Up
DAY 3 Machine Learning
→ Module 1: Introduction to Machine
Learning
→ Module 2: Supervised Learning Techniques
→ Module 3: Unsupervised Learning
Techniques
→ Module 4: Using caret Package for Model
Training
→ Module 5: Model Evaluation and Tuning
→ Module 6: Practical Session: Machine
Learning in R
→ Module 7: Q&A and Wrap-Up
DAY 4 Capstone Project Preparation
→ Module 1: Introduction to the Capstone Project
→ Module 2: Project Planning and Data Acquisition
→ Module 3: Data Cleaning and Preparation
→ Module 4: Exploratory Data Analysis
→ Module 5: Model Building and Evaluation
→ Module 6: Visualization and Presentation of
Results
→ Module 7: Q&A and Wrap-Up.
DAY 5 Capstone Project Presentation
→ Module 1: Finalizing the Capstone Project
→ Module 2: Project Presentation Guidelines
→ Module 3: Group Work: Final Touches on
Projects
→ Module 4: Project Presentations
→ Module 5: Feedback and Discussion
→ Module 6: Program Summary and Next
Steps
→ Module 7: Certification Ceremony and
Closing Remarks
على من يجب الحضور؟
This highly practical and interactive course has been specifically designed for
→ Business and Data Analysts: Professionals
who need to analyze and report on data to
inform business decisions.
→ Project Managers: Those who manage
projects and require data to plan and
report progress.
→ Finance Professionals: Analysts and
managers who need to handle complex
financial data and forecasts.
→ IT Professionals: Those who support data
systems and need to understand data flows
and reporting.
→ Operations Managers: Managers needing to
optimize operations through data analysis.