This capstone is the last course in the Data Analytics in Accountancy Specialization. In this capstone course, you are going to take the knowledge and skills you have acquired from the previous courses and apply them to a real-world problem.
ΠΡΠΎΡ ΠΊΡΡΡ Π²Ρ ΠΎΠ΄ΠΈΡ Π² ΡΠΏΠ΅ΡΠΈΠ°Π»ΠΈΠ·Π°ΡΠΈΡ ''Π‘ΠΏΠ΅ΡΠΈΠ°Π»ΠΈΠ·Π°ΡΠΈΡ Accounting Data Analytics'
ΠΎΡ ΠΏΠ°ΡΡΠ½Π΅ΡΠ°
Π‘ΠΏΠ΅ΡΠΈΠ°Π»ΠΈΠ·Π°ΡΠΈΡ Accounting Data AnalyticsΠΠ»Π»ΠΈΠ½ΠΎΠΉΡΡΠΊΠΈΠΉ ΡΠ½ΠΈΠ²Π΅ΡΡΠΈΡΠ΅Ρ Π² Π£ΡΠ±Π°Π½Π΅-Π¨Π°ΠΌΠΏΠ΅ΠΉΠ½Π΅ΠΠ± ΡΡΠΎΠΌ ΠΊΡΡΡΠ΅
Π‘Π΅ΡΡΠΈΡΠΈΠΊΠ°Ρ, ΡΡΡΠ»ΠΊΠ°ΠΌΠΈ Π½Π° ΠΊΠΎΡΠΎΡΡΠΉ ΠΌΠΎΠΆΠ½ΠΎ Π΄Π΅Π»ΠΈΡΡΡΡ Ρ Π΄ΡΡΠ³ΠΈΠΌΠΈ Π»ΡΠ΄ΡΠΌΠΈ
ΠΠΎΠ»ΡΡΠΈΡΠ΅ ΡΠ΅ΡΡΠΈΡΠΈΠΊΠ°Ρ ΠΏΠΎ Π·Π°Π²Π΅ΡΡΠ΅Π½ΠΈΠΈ
100% ΠΎΠ½Π»Π°ΠΉΠ½
ΠΠ°ΡΠ½ΠΈΡΠ΅ ΡΠ΅ΠΉΡΠ°Ρ ΠΈ ΡΡΠΈΡΠ΅ΡΡ ΠΏΠΎ ΡΠΎΠ±ΡΡΠ²Π΅Π½Π½ΠΎΠΌΡ Π³ΡΠ°ΡΠΈΠΊΡ.
ΠΡΡΡ 4 ΠΈΠ· 4 Π² ΠΏΡΠΎΠ³ΡΠ°ΠΌΠΌΠ΅
ΠΠΈΠ±ΠΊΠΈΠ΅ ΡΡΠΎΠΊΠΈ
ΠΠ°Π·Π½Π°ΡΡΡΠ΅ ΡΡΠΎΠΊΠΈ ΡΠ΄Π°ΡΠΈ Π² ΡΠΎΠΎΡΠ²Π΅ΡΡΡΠ²ΠΈΠΈ ΡΠΎ ΡΠ²ΠΎΠΈΠΌ Π³ΡΠ°ΡΠΈΠΊΠΎΠΌ.
Π‘ΡΠ΅Π΄Π½ΠΈΠΉ ΡΡΠΎΠ²Π΅Π½Ρ
ΠΡΠΈΠ±Π». 18 ΡΠ°ΡΠΎΠ² Π½Π° Π²ΡΠΏΠΎΠ»Π½Π΅Π½ΠΈΠ΅
ΠΠ½Π³Π»ΠΈΠΉΡΠΊΠΈΠΉ
Π‘ΡΠ±ΡΠΈΡΡΡ: Π€ΡΠ°Π½ΡΡΠ·ΡΠΊΠΈΠΉ, ΠΠΎΡΡΡΠ³Π°Π»ΡΡΠΊΠΈΠΉ (ΠΠ²ΡΠΎΠΏΠ°), Π―Π²Π°Π½ΡΠΊΠΈΠΉ, Π ΡΡΡΠΊΠΈΠΉ, ΠΠ½Π³Π»ΠΈΠΉΡΠΊΠΈΠΉ, ΠΡΠΏΠ°Π½ΡΠΊΠΈΠΉ
ΠΡΠΈΠΎΠ±ΡΠ΅ΡΠ°Π΅ΠΌΡΠ΅ Π½Π°Π²ΡΠΊΠΈ
Data AnalysisPython ProgrammingMachine LearningData Visualization (DataViz)
Π‘Π΅ΡΡΠΈΡΠΈΠΊΠ°Ρ, ΡΡΡΠ»ΠΊΠ°ΠΌΠΈ Π½Π° ΠΊΠΎΡΠΎΡΡΠΉ ΠΌΠΎΠΆΠ½ΠΎ Π΄Π΅Π»ΠΈΡΡΡΡ Ρ Π΄ΡΡΠ³ΠΈΠΌΠΈ Π»ΡΠ΄ΡΠΌΠΈ
ΠΠΎΠ»ΡΡΠΈΡΠ΅ ΡΠ΅ΡΡΠΈΡΠΈΠΊΠ°Ρ ΠΏΠΎ Π·Π°Π²Π΅ΡΡΠ΅Π½ΠΈΠΈ
100% ΠΎΠ½Π»Π°ΠΉΠ½
ΠΠ°ΡΠ½ΠΈΡΠ΅ ΡΠ΅ΠΉΡΠ°Ρ ΠΈ ΡΡΠΈΡΠ΅ΡΡ ΠΏΠΎ ΡΠΎΠ±ΡΡΠ²Π΅Π½Π½ΠΎΠΌΡ Π³ΡΠ°ΡΠΈΠΊΡ.
ΠΡΡΡ 4 ΠΈΠ· 4 Π² ΠΏΡΠΎΠ³ΡΠ°ΠΌΠΌΠ΅
ΠΠΈΠ±ΠΊΠΈΠ΅ ΡΡΠΎΠΊΠΈ
ΠΠ°Π·Π½Π°ΡΡΡΠ΅ ΡΡΠΎΠΊΠΈ ΡΠ΄Π°ΡΠΈ Π² ΡΠΎΠΎΡΠ²Π΅ΡΡΡΠ²ΠΈΠΈ ΡΠΎ ΡΠ²ΠΎΠΈΠΌ Π³ΡΠ°ΡΠΈΠΊΠΎΠΌ.
Π‘ΡΠ΅Π΄Π½ΠΈΠΉ ΡΡΠΎΠ²Π΅Π½Ρ
ΠΡΠΈΠ±Π». 18 ΡΠ°ΡΠΎΠ² Π½Π° Π²ΡΠΏΠΎΠ»Π½Π΅Π½ΠΈΠ΅
ΠΠ½Π³Π»ΠΈΠΉΡΠΊΠΈΠΉ
Π‘ΡΠ±ΡΠΈΡΡΡ: Π€ΡΠ°Π½ΡΡΠ·ΡΠΊΠΈΠΉ, ΠΠΎΡΡΡΠ³Π°Π»ΡΡΠΊΠΈΠΉ (ΠΠ²ΡΠΎΠΏΠ°), Π―Π²Π°Π½ΡΠΊΠΈΠΉ, Π ΡΡΡΠΊΠΈΠΉ, ΠΠ½Π³Π»ΠΈΠΉΡΠΊΠΈΠΉ, ΠΡΠΏΠ°Π½ΡΠΊΠΈΠΉ
ΠΎΡ ΠΏΠ°ΡΡΠ½Π΅ΡΠ°
ΠΠ»Π»ΠΈΠ½ΠΎΠΉΡΡΠΊΠΈΠΉ ΡΠ½ΠΈΠ²Π΅ΡΡΠΈΡΠ΅Ρ Π² Π£ΡΠ±Π°Π½Π΅-Π¨Π°ΠΌΠΏΠ΅ΠΉΠ½Π΅
The University of Illinois at Urbana-Champaign is a world leader in research, teaching and public engagement, distinguished by the breadth of its programs, broad academic excellence, and internationally renowned faculty and alumni. Illinois serves the world by creating knowledge, preparing students for lives of impact, and finding solutions to critical societal needs.
ΠΡΠΎΠ³ΡΠ°ΠΌΠΌΠ° ΠΊΡΡΡΠ°: ΡΡΠΎ Π²Ρ ΠΈΠ·ΡΡΠΈΡΠ΅
6 Ρ. Π½Π° Π·Π°Π²Π΅ΡΡΠ΅Π½ΠΈΠ΅
Week 1
In this module, you will become familiar with the course, your instructor and your classmates, and our learning environment. This orientation will also help you obtain the technical skills required to navigate and be successful in this course. You will also learn how Lending Club works, get familiar with the loan dataset and explore the characteristics of features in the dataset.
6 Ρ. Π½Π° Π·Π°Π²Π΅ΡΡΠ΅Π½ΠΈΠ΅
3 Π²ΠΈΠ΄Π΅ΠΎ ((Π²ΡΠ΅Π³ΠΎ 17 ΠΌΠΈΠ½.)), 4 ΠΌΠ°ΡΠ΅ΡΠΈΠ°Π»ΠΎΠ² Π΄Π»Ρ ΡΠ°ΠΌΠΎΡΡΠΎΡΡΠ΅Π»ΡΠ½ΠΎΠ³ΠΎ ΠΈΠ·ΡΡΠ΅Π½ΠΈΡ, 1 ΡΠ΅ΡΡ
5 Ρ. Π½Π° Π·Π°Π²Π΅ΡΡΠ΅Π½ΠΈΠ΅
Week 2
In this module, you will prepare data for a classification model; then train the model and predict whether a loan will be fully paid with the model. Finally, you will evaluate your model.
5 Ρ. Π½Π° Π·Π°Π²Π΅ΡΡΠ΅Π½ΠΈΠ΅
1 Π²ΠΈΠ΄Π΅ΠΎ ((Π²ΡΠ΅Π³ΠΎ 15 ΠΌΠΈΠ½.)), 1 ΠΌΠ°ΡΠ΅ΡΠΈΠ°Π» Π΄Π»Ρ ΡΠ°ΠΌΠΎΡΡΠΎΡΡΠ΅Π»ΡΠ½ΠΎΠ³ΠΎ ΠΈΠ·ΡΡΠ΅Π½ΠΈΡ, 1 ΡΠ΅ΡΡ
7 Ρ. Π½Π° Π·Π°Π²Π΅ΡΡΠ΅Π½ΠΈΠ΅
Week 3
In this module, you will construct a loan portfolio with the help of the analysis done in Module 1 and the classification model created in Module 2. You will also explore other ways to improve the portfolio return.
7 Ρ. Π½Π° Π·Π°Π²Π΅ΡΡΠ΅Π½ΠΈΠ΅
2 Π²ΠΈΠ΄Π΅ΠΎ ((Π²ΡΠ΅Π³ΠΎ 17 ΠΌΠΈΠ½.)), 2 ΠΌΠ°ΡΠ΅ΡΠΈΠ°Π»ΠΎΠ² Π΄Π»Ρ ΡΠ°ΠΌΠΎΡΡΠΎΡΡΠ΅Π»ΡΠ½ΠΎΠ³ΠΎ ΠΈΠ·ΡΡΠ΅Π½ΠΈΡ, 1 ΡΠ΅ΡΡ
Π‘ΠΏΠ΅ΡΠΈΠ°Π»ΠΈΠ·Π°ΡΠΈΡ Accounting Data Analytics: ΠΎΠ±ΡΠΈΠ΅ ΡΠ²Π΅Π΄Π΅Π½ΠΈΡ
This specialization develops learnersβ analytics mindset and knowledge of data analytics tools and techniques. Specifically, this specialization develops learners' analytics skills by first introducing an analytic mindset, data preparation, visualization, and analysis using Excel. Next, this specialization develops learners' skills of using Python for data preparation, data visualization, data analysis, and data interpretation and the ability to apply these skills to issues relevant to accounting. This specialization also develops learnersβ skills in machine learning algorithms (using Python), including classification, regression, clustering, text analysis, time series analysis, and model optimization, as well as their ability to apply these machine learning skills to real-world problems.
Π§Π°ΡΡΠΎ Π·Π°Π΄Π°Π²Π°Π΅ΠΌΡΠ΅ Π²ΠΎΠΏΡΠΎΡΡ
ΠΠΎΠ³Π΄Π° Ρ ΠΏΠΎΠ»ΡΡΡ Π΄ΠΎΡΡΡΠΏ ΠΊ Π»Π΅ΠΊΡΠΈΡΠΌ ΠΈ Π·Π°Π΄Π°Π½ΠΈΡΠΌ?
Π§ΡΠΎ Ρ ΠΏΠΎΠ»ΡΡΡ, ΠΎΡΠΎΡΠΌΠΈΠ² ΠΏΠΎΠ΄ΠΏΠΈΡΠΊΡ Π½Π° ΡΠΏΠ΅ΡΠΈΠ°Π»ΠΈΠ·Π°ΡΠΈΡ?
Is financial aid available?
ΠΡΡΠ°Π»ΠΈΡΡ Π²ΠΎΠΏΡΠΎΡΡ? ΠΠΎΡΠ΅ΡΠΈΡΠ΅ Π¦Π΅Π½ΡΡ ΠΏΠΎΠ΄Π΄Π΅ΡΠΆΠΊΠΈ ΡΡΠ°ΡΠΈΡ ΡΡ.
