Programu za Python na Misingi ya Data

KUTOKA UELEWA HADI VITENDO

Jenga ujuzi. Tumia maarifa.

Jenga programu za Python, fanyia kazi data na unda miradi inayoweza kupimwa na kudumishwa.

Kozi ina moduli sita, mada 24, maswali ya kupima uelewa na miradi mitatu. Fuata masomo kwa mpangilio na tumia mazoezi kujenga ujuzi. Maelezo ya kozi kwa sasa ni kwa Kiingereza.

Utakachojifunza

• Fahamu dhana za msingi na matumizi yake
• Fanyia kazi mifano hatua kwa hatua
• Kamilisha mazoezi, maswali na miradi
• Pima ubora wa kazi yako na andaa mradi wa mwisho

Kabla ya kuanza

Kompyuta na intaneti. Soma mahitaji maalumu ya zana kwenye somo la kwanza. Maelezo ya masomo ni kwa Kiingereza.

Mtaala wako

Fuata mada kwa mpangilio, kisha pima uelewa wako kwa maswali na kazi za vitendo.

Programming foundations and reliable decisions4 mada

From a problem to an executable program Mada ya bure ↗

Values, types, expressions, and trustworthy arithmetic 75 min + practice · Imefungwa

Strings, input, formatting, and validation boundaries 75 min + practice · Imefungwa

Boolean logic, decisions, and boundary cases 75 min + practice · Imefungwa

Collections, iteration, and reusable functions4 mada

Lists, tuples, sets, and dictionaries 100 min + practice · Imefungwa

Loops, accumulators, and termination 100 min + practice · Imefungwa

Functions, contracts, and decomposition 100 min + practice · Imefungwa

Algorithms, complexity, and problem-solving discipline 100 min + practice · Imefungwa

Maintainable programs and reliable testing4 mada

Modules, environments, and reproducible dependencies 100 min + practice · Imefungwa

Exceptions, cleanup, and useful diagnostics 100 min + practice · Imefungwa

Automated tests, boundaries, and regression protection 100 min + practice · Imefungwa

Classes, dataclasses, and maintainable domain models 100 min + practice · Imefungwa

Files, databases, and external data4 mada

CSV, JSON, paths, and trustworthy imports 100 min + practice · Imefungwa

Relational data and parameterized SQL 100 min + practice · Imefungwa

HTTP APIs, timeouts, and external-service boundaries 100 min + practice · Imefungwa

Data pipelines, idempotency, and operational recovery 100 min + practice · Imefungwa

Numerical analysis and clear visual evidence4 mada

NumPy arrays, shapes, and vectorized calculations 100 min + practice · Imefungwa

pandas tables, missing data, and grouped analysis 100 min + practice · Imefungwa

Descriptive statistics, sampling, and honest uncertainty 100 min + practice · Imefungwa

Visualizations that explain rather than decorate 100 min + practice · Imefungwa

Applied modeling and professional delivery4 mada

Predictive models, baselines, and data leakage 100 min + practice · Imefungwa

Data quality, fairness, privacy, and analytical review 100 min + practice · Imefungwa

Command-line tools, configuration, and maintainable delivery 100 min + practice · Imefungwa

Capstone: build and defend a complete data application 100 min + practice · Imefungwa

Maswali ya mafunzo

Nini kinapatikana bila malipo?

Mada ya kwanza ni bure. Mada zilizobaki hufunguliwa baada ya malipo ya TZS 50,000 kuthibitishwa.

Malipo yanajirudia?

Hapana. Ni malipo ya mara moja kwa kozi hii.

Naweza kupakua maelezo?

Maelezo na michoro husomwa ndani ya akaunti yako; hakuna chaguo la kupakua maelezo.

Ninapataje cheti?

Kamilisha mada zote, faulu maswali yanayohitajika na pata idhini ya mkufunzi kwa miradi inayohitajika.

Hii ni shahada inayotambuliwa?

Ni mafunzo ya ujuzi wa kitaalamu yenye cheti cha ukamilishaji cha B-tech, si shahada ya kitaaluma inayotambuliwa.