Data Science & Developer Roadmaps with Chat & Free Learning Resources

New learning resources

AI for Cybersecurity

 Towards AI

Intro Cybersecurity has become one of the most critical concerns for individuals, businesses, and governments. Traditional security measures often fall short as cyber threats grow in sophistication an...

Read more at Towards AI | Find similar documents

Machine Bullshit: Why AI Systems Care More About Sounding Good Than Being Right

 Towards AI

Your AI assistant just told you that “studies suggest this laptop may provide enhanced performance benefits in various computing scenarios.” Sounds legit, right? Those studies don’t exist. Your AI doe...

Read more at Towards AI | Find similar documents

Important LLM Papers for the Week From 07/07 to 13/07

 Towards AI

Table of Contents: LLM Progress & Technical Reports LLM Reasoning Vision Language Models AI & LLM Agents LLM Training & Fine-Tuning Most insights I share in Medium have previously been shared in my we...

Read more at Towards AI | Find similar documents

Learn Python

▶️ Basic Functions
Syntax | Variables | Conditions | Data Types | Numbers | Strings | Formatting | Operators | Generators | Decorators | Functions | Lists | Tuples | Sets | Dictionaries | Parameters | Arguments | Arrays | Linked Lists | Hash Tables | Binary Search Trees | Recursion | Sorting Algorithms | Exception Handling | Serialization 

🚀 Advanced Functions
RegEx | Decorators | Lambdas | Iterators | Classes | Inheritance | Methods | List Comprehensions | Generator Expressions | PyPi | PIP | Conda

💠 Frameworks
Django | Flask | CherryPy | Bottle | Dash | | PyTest | Scrapy | PyScript

🗂 Libraries
TensorFlow | Scikit-Learn | Numpy | Keras | PyTorch | SciPy | Pandas | Theano | Seaborn | OpenCV | Bokeh | Matplotlib | Plotly | BeautifulSoup | SymPy | Pillow

🧰 Other Tools
Selenium | PyCharm | PyTest | Jupyter Notebook | FakerPyGame | Tkinter 

 

Learn Data Science

▶️ Basics
Linear Algebra | Databases | Tabular Data | Time Series | Extract, Transform, Load | Data Formats | Regular Expressions | Important libraries |

💻 Programming languages for Data Science
SQL | R | Python

🐍 Python for Data Science
Syntax | Variables | Data Types | Functions | Numbers | Operators | Important libraries

🔁 Data Sources
Data Mining | Web scraping | Public Data Sets

📊 Exploratory Data Analysis
Principal Component Analysis | Dimensionality Reduction | Normalization | Data Cleaning | Estimators | Feature Extraction | Sampling

🔢 Statistics
Probability Theory | Continuous Distribution | Summary Statistics | Estimation | Hypothesis Testing | Confidence Interval | Monte Carlo Methods

📈 Data Visualization + tools
Storytelling | Charts | Dashboards | Power BI | Tableau | R | Dash | Seaborn | Matplotlib | Bokeh | Plotly

 

Learn Machine Learning

Learn Deep Learning