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Pat Gostek

YouTube Strategist;*;*;Channel Manager;*;*;Agency CEO

9 historical reviewsHistorical work attribution

Portfolio

2340 work samples. Each credit shows where it came from.

What Is a Normal Distribution? Understanding the Bell Curve in 5 Minutes

What Is a Normal Distribution? Understanding the Bell Curve in 5 Minutes

Super Data Science · 826 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Channel Manager, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

What Is a Normal Distribution? Understanding the Bell Curve in 5 Minutes
Super Data Science826 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

The Secret Behind AI Decision Making – Reinforcement Learning Explained

The Secret Behind AI Decision Making – Reinforcement Learning Explained

Super Data Science · 825 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

The Secret Behind AI Decision Making – Reinforcement Learning Explained
Super Data Science825 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

DEEP Autoencoders vs. STACKED Autoencoders: Know the Difference!

DEEP Autoencoders vs. STACKED Autoencoders: Know the Difference!

Super Data Science · 823 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Thumbnail Designer, Creative Director, Scriptwriter, Channel Manager, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

DEEP Autoencoders vs. STACKED Autoencoders: Know the Difference!
Super Data Science823 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

From Non-Linear to Linear: Mastering Dimensional Mapping using Kernel SVM (Support Vector Machine)

From Non-Linear to Linear: Mastering Dimensional Mapping using Kernel SVM (Support Vector Machine)

Super Data Science · 810 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

From Non-Linear to Linear: Mastering Dimensional Mapping using Kernel SVM (Support Vector Machine)
Super Data Science810 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Boost Your Machine Learning Models with Hyperparameter Optimization!

Boost Your Machine Learning Models with Hyperparameter Optimization!

Super Data Science · 793 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Boost Your Machine Learning Models with Hyperparameter Optimization!
Super Data Science793 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Coefficients in Logistic Regression Explained Simply: How Changing One Variable Changes Everything

Coefficients in Logistic Regression Explained Simply: How Changing One Variable Changes Everything

Super Data Science · 782 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Scriptwriter, Thumbnail Designer, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Coefficients in Logistic Regression Explained Simply: How Changing One Variable Changes Everything
Super Data Science782 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Autoencoders in Neural Networks Explained: The Key to Data Compression and Feature Detection

Autoencoders in Neural Networks Explained: The Key to Data Compression and Feature Detection

Super Data Science · 774 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Creative Director, Thumbnail Designer, Channel Manager, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Autoencoders in Neural Networks Explained: The Key to Data Compression and Feature Detection
Super Data Science774 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

The Role of Residual Connections and Layer Normalization in Neural Networks and Gen AI Models

The Role of Residual Connections and Layer Normalization in Neural Networks and Gen AI Models

Super Data Science · 754 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, Channel Manager, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

The Role of Residual Connections and Layer Normalization in Neural Networks and Gen AI Models
Super Data Science754 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

QLoRA: The Gen AI Breakthrough You Need to See

QLoRA: The Gen AI Breakthrough You Need to See

Super Data Science · 710 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

QLoRA: The Gen AI Breakthrough You Need to See
Super Data Science710 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

STOP Writing Neural Networks From Scratch - Do THIS Instead | HUGING FACE AI LIVE LAB

STOP Writing Neural Networks From Scratch - Do THIS Instead | HUGING FACE AI LIVE LAB

Super Data Science · 662 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Thumbnail Designer, Creative Director, Channel Manager, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

STOP Writing Neural Networks From Scratch - Do THIS Instead | HUGING FACE AI LIVE LAB
Super Data Science662 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

What Are Large Language Models & How Do They Work? (Course Inroduction)

What Are Large Language Models & How Do They Work? (Course Inroduction)

Super Data Science · 637 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

What Are Large Language Models & How Do They Work? (Course Inroduction)
Super Data Science637 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Gradient Descent: The Smart Way to Train Neural Network

Gradient Descent: The Smart Way to Train Neural Network

Super Data Science · 608 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Creative Director, Thumbnail Designer, Channel Manager, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Gradient Descent: The Smart Way to Train Neural Network
Super Data Science608 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

How Recurrent Neural Networks (RNNs) Mimic Human Short-Term Memory

How Recurrent Neural Networks (RNNs) Mimic Human Short-Term Memory

Super Data Science · 603 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Creative Director, Channel Manager, YouTube Producer, Thumbnail Designer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

How Recurrent Neural Networks (RNNs) Mimic Human Short-Term Memory
Super Data Science603 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

What Is a Distribution in Data Science?

What Is a Distribution in Data Science?

Super Data Science · 586 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

What Is a Distribution in Data Science?
Super Data Science586 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Avoid These Clustering Mistakes with K-Means++!

Avoid These Clustering Mistakes with K-Means++!

Super Data Science · 570 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Avoid These Clustering Mistakes with K-Means++!
Super Data Science570 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Train AUTOENCODERS in Neural Networks LIKE A PRO

Train AUTOENCODERS in Neural Networks LIKE A PRO

Super Data Science · 540 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Creative Director, Thumbnail Designer, Channel Manager, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Train AUTOENCODERS in Neural Networks LIKE A PRO
Super Data Science540 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Master Backpropagation in Neural Networks: Step-by-Step Guide

Master Backpropagation in Neural Networks: Step-by-Step Guide

Super Data Science · 539 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Creative Director, Thumbnail Designer, Channel Manager, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Master Backpropagation in Neural Networks: Step-by-Step Guide
Super Data Science539 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Understanding Odds Ratios: The Key to Better Predictions​

Understanding Odds Ratios: The Key to Better Predictions​

Super Data Science · 533 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Channel Manager, Scriptwriter, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Understanding Odds Ratios: The Key to Better Predictions​
Super Data Science533 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Why Self-Attention Powers AI Models: Understanding Self-Attention in Transformers

Why Self-Attention Powers AI Models: Understanding Self-Attention in Transformers

Super Data Science · 514 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Why Self-Attention Powers AI Models: Understanding Self-Attention in Transformers
Super Data Science514 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Statistiscs & Data Science: What Is Standard Deviation (And Why It Matters)

Statistiscs & Data Science: What Is Standard Deviation (And Why It Matters)

Super Data Science · 502 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Scriptwriter, Thumbnail Designer, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Statistiscs & Data Science: What Is Standard Deviation (And Why It Matters)
Super Data Science502 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Softmax and Cross Entropy: The Dynamic Duo of Convolutional Neural Networks

Softmax and Cross Entropy: The Dynamic Duo of Convolutional Neural Networks

Super Data Science · 497 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Creative Director, Thumbnail Designer, Channel Manager, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Softmax and Cross Entropy: The Dynamic Duo of Convolutional Neural Networks
Super Data Science497 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

Why Positional Encoding is a Game-Changer in Transformers in NLP

Why Positional Encoding is a Game-Changer in Transformers in NLP

Super Data Science · 492 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

Why Positional Encoding is a Game-Changer in Transformers in NLP
Super Data Science492 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

STOP Relying on Accuracy Rates Alone: Understanding the Accuracy Paradox in Machine Learning

STOP Relying on Accuracy Rates Alone: Understanding the Accuracy Paradox in Machine Learning

Super Data Science · 492 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Video Editor, Creative Director, Thumbnail Designer, Scriptwriter, YouTube Producer, Channel Manager

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

STOP Relying on Accuracy Rates Alone: Understanding the Accuracy Paradox in Machine Learning
Super Data Science492 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

How AI Sees The World! The Magic Behind Convolutional Neural Networks (CNNs)

How AI Sees The World! The Magic Behind Convolutional Neural Networks (CNNs)

Super Data Science · 491 historical views

People behind the work

Pat GostekChannel Manager profile

Roles recorded on this video: YouTube Strategist, Creative Director, Thumbnail Designer, Channel Manager, YouTube Producer

Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

View count is from the source record, not a live YouTube figure.

How AI Sees The World! The Magic Behind Convolutional Neural Networks (CNNs)
Super Data Science491 historical views
Historical credit: what this means

A retained source record links this person and role to the video. It has not been independently re-verified.

About these numbers

Videos reported in the source portfolio
2.3KThe work samples shown above.
Views reported for the portfolio
75.3MThe source’s total for this person’s listed videos, from an unknown date. It counts public views of those videos, not views this person generated, and is not a live figure.
Channels associated
25Channels linked to this profile in the source record. An association is not a confirmed working relationship.
B

Brodaty Tata - VlogOjciec

Historical review
Highly recommend! For those who know, this channel is where everything started. Launching, editing, publishing, and managing this YouTube channel lead to my everything that followed.

Retained source review

D

Dominika Gostek

Historical review
Pat Gostek was invaluable in launching and managing my YouTube channel. His expertise in editing, publishing, and running it made a significant difference. Highly recommended for anyone looking to thrive on YouTube!

Retained source review

Skills & specialties

Content specialties

Action/AdventureAutos & VehiclesBusinessBusiness and FinanceClassicsComedy+34 more

Creative styles

ASMRBehind the scenesChallengeCinematicCommentaryDocumentary+21 more

Software

Adobe After EffectsAdobe AuditionAdobe IllustratorAdobe LightroomAdobe PhotoshopAdobe Premiere Pro+6 more

Skills & services

Affinity DesignerAffinity PhotoAIAnthropic ClaudeApple MotionApple Podcast+18 more

Languages (historical self-report)

EnglishGermanPolish

About

I help brands and expert-led creators grow on YouTube through clear strategy, strong packaging, and systems built to compound. My focus is on the parts that most teams underestimate or rush: positioning, titles, thumbnails, hooks, retention, and channel structure. When these elements work together, content performs better and trust builds faster. I’ve worked across agencies and in-house environments, supporting startups and global brands with YouTube strategy, video editing, and publishing. I’m especially effective in education-driven and authority-based niches where credibility matters as much as performance. Today, I run ClipGrowth, a YouTube-focused agency.

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Pat Gostek — Channel Manager | PixelJobs