Transform Excel Expertise Into Python Proficiency In 3 Hours With The Exact Program Used By JP Morgan

With Python - Create any solution you need - EXACTLY how you need it. Any scale. Any complexity.

No licensing fees. Ever. (Without Ditching Your Current Tools).

Works with Excel, Power BI, Tableau, Oracle, Bloomberg, etc.

YES! TRANSFORM MY EXCEL EXPERTISE INTO PYTHON PROFICIENCY!

System Features

Your Investment is Risk-Free
Lifetime Money Back Guarantee
Python Fundamentals Certification System
Bonus 1: Fundamentals Full Text
Bonus 2: Advanced Analytics Full Text
Lifetime access
Instructor Support
Trusted by Top Global Banks
No Coding Experience Necessary
10k+ Professionals Trained
30k+ Training Hours Completed

Lifetime access
Python For Finance Certification System
Bonus 1: Fundamentals Full Text
Bonus 2: Advanced Analytics Full Text
Instructor Support
Trusted by Top Global Banks
No Coding Experience Necessary
Lifetime Money Back Guarantee
10k+ Professionals Trained
30k+ Training Hours Completed

Transform Excel Expertise Into Python Proficiency In 3 Hours With The Exact Program Used By JP Morgan

With Python - Create Any Solution You Need - EXACTLY how you need it. Any scale. Any complexity.
No licensing fees. Ever. (Without Ditching Your Current Tools).

Works with Excel, Power BI, Tableau, Oracle, Bloomberg, etc.

YES! TRANSFORM MY EXCEL EXPERTISE INTO PYTHON PROFICIENCY!

System Features

Your Investment is Risk-Free
Lifetime Money Back Guarantee
Python Fundamentals Certification System
Bonus 1: Fundamentals Full Text
Bonus 2: Advanced Analytics Full Text
Lifetime access
Instructor Support
Trusted by Top Global Banks
No Coding Experience Necessary
10k+ Professionals Trained
30k+ Training Hours Completed

RBC_700530b9-0f2c-4b97-8b0b-3a42d6fc1244

*These banks have used this exact PyFi training system to modernize their finance teams.

Your Current System Has Serious Problems

Time Consuming
Time-Consuming & Manual Workflows - Reformatting dates, fixing text errors, merging datasets manually.
Excel Dependency
Heavy Dependency on Excel Workbooks - Fragile, crash-prone, and slow when handling large datasets
Workflow Breaks
Workflow Breaks Between Systems - Pulling data from Bloomberg or ERP into Excel manually, no seamless flows
Limited Depth
Shallow “Surface-Level” Dashboards -
BI tools show what happened, not why it happened
No Predictive Power
No Predictive or Prescriptive Power - Can’t forecast, cluster, or run simulations in Excel/Tableau alone
Complex DataSets
Inability to Combine and Analyze Complex Datasets - Difficult and error-prone when merging sources across systems
Human Error
High Risk of Human Error - Broken formulas, hidden mistakes, version control problems
Collaboration Bottlenecks
Collaboration Bottlenecks -Excel files shared over email; Tableau dashboards hard to modify collaboratively
Single-User Dependency
Single-User Dependency - Only the creator understands how the model works

Python Is Your Customizable, Scalable, One System Solution -- No Licensing Fees

Integrate
Integrate Seamlessly with Excel, Tableau, Oracle, Bloomberg, and more. Use Python to push data back into Excel or dashboards — Python becomes the hub between all tools.
Real TimeData Providers
Connect Directly to Data Providers and ERPs - Pull REAL TIME DATA directly from APIs or database connectors — Bloomberg, Oracle, SQL, CSVs — without having to manually export/import.
Scalable
Build a Scalable Analytics Foundation
Instead of building one-off Excel files, use Python to create modular, repeatable systems that grow with your business needs.
Reusable tools
Package Reusable Tools for the Entire Team - Write Python functions and notebooks that others can easily reuse, modify, and scale across teams or business units.
Custom Models
Create Custom Models Tailored to Your Business - Go beyond dashboards: build forecasting models, scoring algorithms, and scenario simulations that fit your exact needs.
Hidden Trends
Uncover Patterns Dashboards Miss - Use Python to run clustering, correlation analysis, or anomaly detection to find hidden trends and drivers in your data.
Reduce Human Error
Reduce Human Error with Reproducible Code - Replace fragile spreadsheets with clean, version-controlled Python scripts — no broken formulas, no version confusion.
Clean at Scale
Clean and Structure Data at Scale
Use libraries like pandas to handle missing values, fix data types, standardize formats, and merge dataframes — all in seconds.
Accelerate
Accelerate Your Reporting Workflow
Schedule or trigger Python scripts that refresh dashboards, generate reports, and deliver outputs faster than Excel can load.
No Fees
Leverage Powerful Libraries — No Licensing Required - Tap into thousands of pre-built solutions used by top analysts and data scientists worldwide. No extra fees. No hidden costs. No matter how big your team is. Just enterprise-grade capability without the enterprise price tag.

I'M READY TO MODERNIZE MY WORK WITH THE WORLD'S BEST PYTHON FOR FINANCE TRAINING

Your Investment is Risk Free.

The PyFi Guarantee. Not happy, for any reason, ever? Let us know and we'll refund you 100% of your hard earned capital. And we'll let you keep the training, because you're going to need it eventually anyways.

Unsure if Python, or PyFi is right for you?

Hear from PyFi students. Be Certain in your decision.

Python Fundamentals Certification System

Increase your capabilities by 30, 50, and even 100% with Python: a customizable and scalable system that works with Excel, Power BI, Tableau, Bloomberg, CapIQ, etc. to automate redundant work and uncover hidden patterns in your data.

Install systems in your work that mold to your existing tech stack and give you the freedom to produce exactly what you need.

Join over 10,000 professionals in the finance function from senior analysts, finance managers, VPs of investments, to CFOs, who have taken PyFi training and become more effective in their work.

Join top banks like JP Morgan, Bank of America, Bank of Montreal, and Royal Bank of Canada who have used PyFi to introduce their employees to Python.

Click to enroll and let's begin.

LIMITED TIME OFFER

Python Fundamentals Certification System

$49.00 USD

$149.00 USD

30-day Money Back Guarantee
Trusted by Top Global Banks
Python Fundamentals Certification System
Bonus 1: Fundamentals Full Text
Bonus 2: Advanced Analytics Full Text
Designed for Finance Professionals
Instructor Support
No Coding Experience Necessary
Lifetime Access
99% Satisfaction Rate

*These banks have used this exact PyFi training system to modernize their finance teams.

Objectives

Generate any solution your work demands.

Become familiar and comfortable with coding envrionments

Use Jupyter Notebook to write and execute code
Perform calculations
Generate outputs with static text and dynamic values
Create and manipulate variables

Identify common types of Python objects

Create and manipulate important data structures
Lists, Tuples, Sets, and Dictionaries

Use python arguments

Create custom functions
Repeat tasks through iterable objects using for loops
Incorporate conditional logic using if statements

Become familiar with Python libraries starting with NumPy

Create and manipulate NumPy arrays, a new type of Python object
Perform special NumPy array math and aggregation functions
Leverage NumPy's useful randomization tools

Become familiar with the Pandas library

Create and manipulate Pandas DataFrames
Create and manipulate Pandas Series
Filter data using boolean masks
Segment and summarize data by class with groupbys

YES! I'M IN. ENROLL ME NOW.

Your Investment is Risk Free.

Curriculum

Sample Lesson

Introduction to Python

Setting Up Your Coding Environment:

We will walk you through setting up your coding environment step-by-step, including downloading the Anaconda distribution system and getting familiar with Jupyter Notebooks.

Performing Calculations:

You will learn how to use Python to perform basic mathematical calculations.

Generating Outputs with Static Text and Dynamic Values:

You will learn to incorporate text into your Python code and generate outputs with dynamic values.

Module Files Zip: PF 01 Jupyter Notebook
PF 01.01 Course Introduction
PF 01.02 Downloading Anaconda (Updated 11.07.23)
PF 01.03 Introducing Jupyter Notebook
PF 01.04 Calculations
PF 01.05 Exercise
PF 01.05 Solution
PF 01.06 Mathematical Operators
PF 01.07 Text Outputs
PF 01.08 Dynamic Outputs
PF 01.09 Exercises
PF 01.09 Solution
PF 01.10 Variables
PF 01.11 Exercise
PF 01.11 Solution
PF 01.12 Review

Python Objects

Python Objects:

Python is an object-oriented programming language, which means that Python code is organized around objects, or pieces of data that interact with each other based on instructions written in the code.

Data Structures:

In this section, you will learn about data structures - types of Python objects that help you to organize other objects. Examples include lists, tuples, sets, and dictionaries.

Module Files Zip: Jupyter Notebook
PF 02.01 Python Object Types
PF 02.02 Exercise
PF 02.02 Solution
PF 02.03 Lists
PF 02.04 Accessing List Objects
PF 02.05 Exercise
PF 02.05 Solution
PF 02.06 Changing List Objects
PF 02.07 More List Functions
PF 02.08 Exercise
PF 02.08 Solution
PF 02.09 Tuples
PF 02.10 Sets
PF 02.11 Using Sets to Remove Duplicates
PF 02.12 Set Operations
PF 02.13 Exercise
PF 02.13 Solution
PF 02.14 Dictionaries
PF 02.15 Accessing Dictionary Items
PF 02.16 Exercise
PF 02.16 Solution
PF 02.17 Dictionary Functions
PF 02.18 Exercise
PF 02.18 Solution
PF 02.19 Review

Custom Functions

Creating Custom Functions:

In addition to Python's built-in functions (similar to Excel's built-in functions), you can create custom functions that allow you to package and reuse your own custom code.

Repeating Tasks through Iterable Objects:

Learn how to automate tedious tasks by repeating actions through iterable objects using variables and For Loops.

Incorporating Conditional Logic:

Write more complex and useful applications that evaluate and respond to conditions that you define.

PF.03 Module Files: Jupyter Notebook
PF 03.01 Creating Custom Functions
PF 03.02 Exercise
PF 03.02 Solution
PF 03.03 Adding Arguments
PF 03.04 For Loops
PF 03.05 Exercise
PF 03.05 Solution
PF 03.06 Filing a List For Loop
PF 03.07 Exercise
PF 03.07 Solution
PF 03.08 Conditional Logic
PF 03.09 Exercise
PF 03.09 Solution
PF 03.10 Review

Numpy

Importing Open-Source Packages:

Instead of building everything on your own, learn to leverage the work of others by importing third-party packages.

NumPy Arrays:

Get familiar with creating and manipulating a powerful new type of Python object: The NumPy Array.

Powerful Statistical Tools:

Use NumPy's powerful statistical functions to quickly and easily analyze large quantities of data.

PF 04. Module Files: Juptyer Notebook
PF 04.01 Importing Libraries
PF 04.02 NumPy
PF 04.03 NumPy Arrays
PF 04.04 Multidimensional Arrays
PF 04.05 Exercise
PF 04.05 Solution
PF 04.06 Reshape and Transpose
PF 04.07 Selecting Objects
PF 04.08 Exercise
PF 04.08 Solution
PF 04.09 Array Calculations
PF 04.10 Array Functions
PF 04.11 Exercise
PF 04.11 Solution
PF 04.12 The Random Module
PF 04.13 Setting a Random Seed
PF 04.14 Random Sampling with .choice()
PF 04.15 Generating Sequences
PF 04.16 Exercise PF 04.16 Solution
PF 04.17 Review

Pandas

Two New Python Objects:

Pandas provides you with two new Python objects, the DataFrame and the Series, which you can use to import and manipulate data from your Excel files.

Filtering Data with Boolean Masks:

Use the Boolean object type to create indicator variables, test conditions, and filter your data.

Segmenting with Groupby:

Segment and summarize your data across categories using the useful .groupby() function.

Module Zip Files: Juptyer Notebook, Stock Data
PF 05.01 Pandas
PF 05.02 Importing Data
PF 05.03 Import From .csv
PF 05.04 Get to Know Your Dataframe
PF 05.05 Exercise
PF 05.05 Solution
PF 05.06 Summary Statistics
PF 05.07 Exercise
PF 05.07 Solution
PF 05.08 Series
PF 05.09 Series Functions
PF 05.10 Feature Engineering
PF 05.11 Exercise
PF 05.11 Solution
PF 05.12 Boolean Masks
PF 05.13 Indicator Variables
PF 05.14 Exercise
PF 05.14 Solution
PF 05.15 Segmenting with .groupby()
PF 05.16 Exercise
PF 05.16 Solution
PF 05.17 Review

Certification Exam

Verify Your Learning:

Put your new Python skills to the test to see what you have learned and ensure retention.

Boost Your Resume:

Add an impressive certification to your resume to demonstrate your new skills to employers.

Complete the Prerequisite to Applied Machine Learning:

After completing Python Fundamentals, you will have the necessary prerequisite knowledge to dive into more advanced topics like Applied Machine Learning.

Jupyter Notebook (Exam Exercises)

linkedin_certificate_applied_machine_learning

Completion Certificates

Prove your knowledge by completing PyFi's rigorous certification exams.

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This program is perfect for...

Seasoned Finance Professionals
You're time-poor and looking for a system that can drive efficiency, access deeper analytics, fit your existing tech stack, and scale across your team, and organization.
Experienced Excel Users
You are a logical problem solver and an analytical thinker who is proficient in Excel.
New Python Users
You have never coded in Python before, or you want to review the basics before moving on to more advanced material.

I'M READY. ENROLL ME NOW.

How Can We Help You?

What makes PyFi's system unique?

PyFi's training is custom-tailored for finance professionals with minimal to no coding experience, and time constraints.

The instructions are clear, delivered in plain English, only focuses on what you need to know for finance, and provides you with human support.

We teach Python by building off your existing Excel skill set and focus on concepts relevant to you. We're not building rocket ships, we're teaching you how to work through finance workflows and develop systems for efficiency and scale.

Now required by 10% of finance jobs, PyFi is the world's best resource for modernizing your skillset and preparing yourself for an AI embedded future.

How will learning Python help my finance career?

Python is increasingly required by finance jobs and is seen as a necessary language to interact with AI.

Python as a system is completely customizable and works with your current tech stack, and your next positions tech stack which allows you to achieve exactly and specifically what your work needs.

Because its free to use, and the most popular coding language in finance, the long tail effects of learning Python are only going to compound the return on your investment.

In the immediate term, you can plug into your current workflows involving Excel, BI tools, data providers, etc., to eliminate redundant steps while also improving the accuracy of your financial models.

With strong version control, you can build repeatable process into your team workflows that make not just you, but your whole group more efficient and really shining as a critical strategic leader

Imagine increasing team productivity by 30, or 50%, and doubling your models predictive power.

This is the type of output companies are demanding and expecting from their employees and teams and as this demand increases, knowing Python will be required to maintain and continue your career trajectory.

Whats included in the Python Fundamentals Certification System?

The program includes PyFi's world class Python Fundamentals Certification System which has been distributed to top banks acorss North America and over 10,000 students worldwide.

You'll also receive access to two bonuses, the full text versions of the course and the full text version of our advanced program, "Applied Machine Learning."

The certification system includes instructor support.

At the end of each course, you'll be invited to take a rigorous certification exam to test your knowledge and ensure retention.

How long does it take?

Python Fundamentals is approximately 3 hours in length. Your enrollment comes with lifetime access and support within the course via a comment section under each video lesson.

What if I change my mind?

PyFi offers a 100% no questions asked, lifetime money-back guarantee. If you wake up in a cold sweat at 3AM in the year 2030, after being laid off during the AI revolution and you're staring at your windowless wall in downtown dystopia while coming to the disturbing conclusion that you didn't get your money's worth from PyFi all those years ago, just send us a message and we'll refund you in full.

This is the best Python for Finance training system available. You're going. to love it, and more importantly, you're going to see strong result

Do I need to work from a specific OS?

No. You can work through PyFi's training content from any OS.

Why should I learn Python Instead of R, or Matlab?

The short - Python allows you to do everything that R or Matlab can do, but the same is not true for R or Matlab allowing you to do everything Python can do. The long - click here >> Python vs Alternative Tools

Have any questions? We’re ready to help!

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Skipped straight to the bottom?

The short of it is that Python is a bridge between the world of finance today, and the radical transformation that's currently taking place and you're still early. You can increase the effectiveness of your work, scale solutions across your team and company, and position yourself as not just a spreadsheet operator or a finance manager but as a valued strategic partner.

Python is the language of AI, and a way for firms to push the efficiency frontier out. To get more from their teams. And they are demanding more.

That's why 10% of finance jobs currently require Python skills. By the end of 2027 that number will be 60%.

Python has $0 licensing fees, it can be customized to do exactly and specifically what you need, and works with any tool you're currently using.

Today, I'm offering you the world's best Py (Fi) thon for Finance training. Developed first hand from the world of Investment Banking, and distributed to top banks across North America like JP Morgan, Royal Bank of Canada, Bank of Montreal, as well as to over 10,000 students across North America, Europe, and Asia from analysts to CFOs.

This transformative skill and world-class training can be yours, right now, for only $49.

PyFi is Python for Finance. We're the best. And we back it by completely de-risking your investment with our 100% money back,no questions asked, lifetime guarantee.

If you wake up in a cold sweat at 3AM in the year 2030, after being laid off during the AI revolution and you're staring at your windowless wall in downtown dystopia while coming to the distrubing conclusion that you didn't get your money's worth from PyFi all those years ago, just send us an email and we'll refund you in full.

We're that confident.

And if you're still uncertain about where Python fits in the world of finance, and how it fits into your work, read this "Should Any FInance Professional Learn Python?"

I'M READY FOR THE WORLD'S BEST PYTHON FOR FINANCE TRAINING!

Very good course!

I’ve enjoyed working through the material and think that it does a great job. The instructions are clear and the narrator does an excellent excellent job of showing you how to think through the use of the commands and concepts.

My only problem is the resolution on the instruction screen on my Mac book when splitting the screen to work is blurry.

But it could be my old eyes!

Highly Recommend!

What an excellent course. The Python portion gets you quickly up to speed on Python data structures, common libraries, and functions.

The ML portion gives two end to end examples of structuring, training, testing, and selecting ML models.

The pace of the course and level of detail given were great. The videos also had the right level of enthusiasm and inflection to keep you engaged and interested. There are opportunities to practice what you learn after almost every video.

I really want to thank the course creators for a job well done and I hope they create more courses. I highly recommend this training.

PyFi - Intro to Python

Great foundational course for Python. I had no previous experience in Python and this course equips beginners with practical and easy to learn fundamentals of the programming. I felt the instruction was clear and provided great applications for finance.

Intro to Python

This course provides an excellent foundation for Python, focusing on essentials before applications. Zach Washam clearly defines the course purpose, aligning perfectly with my goals. The structured, multi-session format worked great with my busy schedule, and the pre-class preparation was well-communicated with a helpful video guide.

Zach’s articulate teaching and consistent use of precise terminology made learning seamless. He not only covered the basics thoroughly but also provided guidance for tailoring and advancing your Python experience. His detailed, example-driven responses to questions were particularly valuable.

Introduction to Python Course

The Introduction to Python course was a great start on the basics of Python. Zach was great at answering questions and taking the class along the journey to build a strong foundation of Python knowledge. This has me excited to continue learning more Python and applying it to my everyday work.

I'm looking forward to seeing how the course evolves in the future, and I'll be recommending this to my team members in FP&A. I'd love to see more examples added, especially depending on the format of the course (self-study vs. live).