Visualization of Python objects and references

Many beginner Python developers face confusion when working with mutability and references between variables. It is especially difficult to understand during debugging of complex data structures when it is unclear how exactly they are connected. ⌨️

So here is memory_graph — an open-source tool for visualizing Python objects and references. It shows the data structure, call stack, and connections between variables.

👉 Link: https://github.com/bterwijn/memory_graph?tab=readme-ov-file

It also supports working with recursion and structures such as binary trees or linked lists.

Works in VS Code, Jupyter, PyCharm, and is available online without installation.

😁 more: https://memory-graph.com/#breakpoints=8&continues=1&timestep=1.0&play

👉 https://t.me/CodeProgrammer

Practicing algorithms in any language

On the CSES Problem Set platform, there are over 400 problems available, covering a wide range of topics including dynamic programming, graphs, strings, mathematical problems, and much more, which can be solved in the most popular languages: C/C++, Java, Python, C#.

👉 https://t.me/DataScience4

This channels is for Programmers, Coders, Software Engineers.

0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Visualization
4️⃣ Artificial Intelligence
5️⃣ Data Analysis
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ programming Languages

✅ https://t.me/addlist/8_rRW2scgfRhOTc0

✅ https://t.me/Codeprogrammer

Today I am 3️⃣0️⃣ years old, I am excited to make more successes and achievements

My previous year was full of exciting events and economic, political and programmatic noise, but I kept moving forward

Best regards
Eng. @HusseinSheikho 🔤