Sincxpress Education

57+ hours of instruction on modern deep learning (using PyTorch), with LOTS of exercises and code-challenges to help you hone your DL skills. Includes a Python tutorial.

• Full course
• Get the code

35 hours of instruction (>50 hours in total, including exercises) on a rigorous deep-dive into statistics and machine learning. All concepts are implemented in Python and MATLAB.

• Full course
• Get the code

Learn why, when, and how to maximize the quality of your data to optimize data-based decisions.

• Full course

Free short course on statistics lingo and concepts (no math or code!).

• Free course

37+ hours of instruction (>60 hours in total, including exercises) on how to use Python as a tool for learning concepts and visualizations in mathematics.

• Full course
• Get the code

30+ hours of clear explanations of concepts in linear algebra, including vectors, matrix multiplications, least-squares projections, eigendecomposition, and singular value decomposition.

• Full course
• Get the code

Over 41 hours of instruction (including a Python intro tutorial). Develop a deep understanding and intuition for calculus. Solve problems and implement algorithms by hand and in Python.

• Full course
• Get the code

Over 19 hours of instruction. Extent your calculus skills with integration and numerical approximations.

• Full course
• Get the code

4+ hours on using ChatGPT to code, learn about, apply, and communicate data science. If you're new to ChatGPT, this course will change your life.

• Full course
• Get the code

3.5 hours of clear instruction on how to use AI-assisted writing for various tasks. The goal is to use ChatGPT to help you be a better writer.

• Full course

Learn how to use ChatGPT to accelerate your math and quantitative reasoning skills.

• Full course

12+ hours of instruction about applied signal-processing methods, including filtering, denoising, convolution, resampling, interpolation, and outlier detection.

• Full course
• Get the code

Theoretical and computational bases of the Fourier transform, and its implementation in modern applications in digital signal processing, data analysis, and image filtering. MATLAB and Python codes are included.

• Full course
• Get the code

45+ hours of video lectures that supplement my book "Analyzing Neural Time Series Analysis." Includes a lot of exercises with fully explained solutions.

• Full course

17 hours of instruction on theory and implementation of dimension-reduction and source-separation methods for multivariate data. Includes MATLAB codes, sample data, and a 3-hour linear algebra crash-course.

• Full course

32+ hours of instruction (>80 hours in total, including exercises) on using Python for scientific computing. No previous background in Python necessary!

• Full course
• Get the code

37+ hours of instruction (>60 hours in total, including exercises) on how to use Python as a tool for learning concepts and visualizations in mathematics.

• Full course
• Get the code

6+ hours of video instruction on getting started with MATLAB, debugging code, and developing a programming style. Learn how ChatGPT can help you learn MATLAB. Ideal for a beginner who needs to get up-to-speed with MATLAB.

• Full course
• Get the code

40 hours of video instruction on MATLAB programming instruction (longer if you do all the exercises!). Lessons revolve around specific applications in graphics, data analysis, image processing, import/export, and so on.

• Full course

This course teaches MATLAB programming in neuroscience data analysis using MATLAB. Each of five modules covers a range of specific data processing, analysis, and visualization skills that neuroscientists often need.

• Videos on INCF
• get the code