Diploma in Advance Python
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Course content
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Course content
- Advanced OOP concepts
- Multiple inheritance
- Mixins
- Metaclasses
- Abstract classes and interfaces
- Functional programming concepts
- Decorators
- Generators and coroutines
- Context managers
- Advanced exception handling
- Python memory management
- Data structures and algorithms
- Recursion
- Searching and sorting algorithms
- Graphs and trees
- Dynamic programming
- Introduction to web development
- Flask and Django web frameworks
- Working with templates and forms
- Building RESTful APIs
- Authentication and authorization
- Introduction to machine learning
- Supervised and unsupervised learning
- Regression and classification algorithms
- Clustering algorithms
- Dimensionality reduction
- Model evaluation and optimization
- Introduction to natural language processing (NLP)
- Tokenization and text processing
- Part-of-speech tagging
- Named entity recognition
- Sentiment analysis
- Language models and topic modeling
- Introduction to distributed computing
- Message passing interface (MPI) and parallel computing
- MapReduce programming with Hadoop and PySpark
- Apache Kafka and streaming data processing
Project
Lab-Assignments
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