04-24, 11:05–11:35 (Europe/Berlin), Kuppelsaal
In the ever-evolving landscape of software development, crafting code that not only functions flawlessly but also operates at peak performance is a skill that sets exceptional developers apart. This talk delves into the art of optimizing Python code, exploring techniques and strategies to fine-tune your programs for maximum speed and minimal resource consumption, with a particular focus on memory efficiency.
In this session, we will embark on a journey and refine the phases of development in python.
1. Functional Execution
2. Rigorous Testing and Accuracy
3. Performance Optimization
We will discuss common bottlenecks in unoptimized code
1. inefficient Coding Practices can negatively impact performance
2. Memory Leaks
3. Suboptimal Data Structures and Algorithms
4. Lack of Vectorization
5. Overlooked Parallelization
We'll further look into the benefits of profiling the code
1. Profiling the code with cProfile/sentry
2. Profiling the Code with timeit
3. Memory Profiler
Finally, for data driven application, we'll look into strategies to achieve peak performance
1. Efficient DataFrame Storage with Parquet Files
2. Handling Categorical Data Type
3. Looping Techniques and How to Choose Between Different Looping Techniques?
4. String concatenation (joins and cleanup)
[Attendees takeaway]
Whether you're a seasoned developer looking to enhance your optimization skills or a newcomer eager to understand the principles behind efficient Python code, this talk offers valuable insights and practical takeaways.
[Pre-requisites]
Basics of Python
[who-am-i]
Name: Dishant Sethi
Email: dishantsethi14@gmail.com
Phone no: +919582565371
Designation: Software Consultant and Founder @prodinit.com
[Previous Talks]
PyconDE and Pydata Berlin: https://youtu.be/osGGX3tcwkc
Gophercon India 2023: https://youtu.be/zuzTN3ibrCM?si=GEo31lE_Q8h4hzTR
PyDelhi: https://youtu.be/6h9I3iyqyu4
In the ever-evolving landscape of software development, crafting code that not only functions flawlessly but also operates at peak performance is a skill that sets exceptional developers apart. This talk delves into the art of optimizing Python code, exploring techniques and stra
Expected audience expertise: Domain –Intermediate
Expected audience expertise: Python –Intermediate
Dishant is software engineer who is equipped with the experience in Web Development, Cloud Engineering, DevOps and MLOps. He started Prodinit, a software consultancy, after successfully freelancing for a long period of time.
Talk to him about:
♦ Product Engineering
♦ Dev/ML Ops