Udemy - Data Science and AI Mastery - 100 Days to Career Success

  • Category Other
  • Type Tutorials
  • Language English
  • Total size 2.3 GB
  • Uploaded By freecoursewb
  • Downloads 299
  • Last checked 6 days ago
  • Date uploaded 4 months ago
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Infohash : 709B017B0D94815967D2753508249E451FB70B92



Data Science & AI Mastery: 100 Days to Career Success

https://WebToolTip.com

Published 9/2025
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 4h 18m | Size: 2.33 GB

Master Data Science & AI in 100 Days with Hands-On Projects, Real Case Studies, and Career-Ready Skills

What you'll learn
Master Python programming, statistics, and data handling as the foundation for Data Science & AI
Perform data cleaning, feature engineering, and exploratory data analysis (EDA) with real-world datasets
Build and evaluate machine learning models for regression, classification, clustering, and forecasting
Apply deep learning with Neural Networks, CNNs, RNNs, and LSTMs using TensorFlow/Keras.
Work with Large Language Models (LLMs), practice prompt engineering, and explore generative AI use cases
Solve industry-level case studies such as churn prediction, sales forecasting, and recommendation systems.
Develop an end-to-end capstone project with data pipeline, model, dashboard, and business insights
Build a portfolio and resume that showcase your skills and prepare you for career opportunities in Data Science & AI.

Requirements
No prior experience in Data Science or AI is required — the course starts from the basics
A basic understanding of high-school level math (algebra, probability, and statistics) will be helpful
Familiarity with Python programming is a plus, but not mandatory — core concepts are covered early on
A computer with internet access and the ability to install software such as Python, Jupyter Notebook, and required libraries.
Most importantly: a growth mindset, curiosity, and commitment to completing the 100 days of structured learning.

Files:

[ WebToolTip.com ] Udemy - Data Science and AI Mastery - 100 Days to Career Success
  • Get Bonus Downloads Here.url (0.2 KB)
    • ~Get Your Files Here ! 1 - Phase 1 Foundations of Data Science (Days 1–20)
    • 1 -Day 1–5 Python basics (variables, loops, functions, OOP).mp4 (141.3 MB)
    • 2 -Day 6–10 Data handling with NumPy & Pandas.mp4 (102.6 MB)
    • 3 -Day 11–15 Data visualization (Matplotlib, Seaborn).mp4 (112.0 MB)
    • 4 -Day 16–20 Statistics & probability (mean, variance, distributions, hypothesis).mp4 (115.6 MB)
    • 5 - Hands on Lab 1.html (0.1 KB)
    • 5 -Hands on lab 1.pdf (106.0 KB)
    2 - Phase 2 Data Wrangling & Exploration (Days 21–35)
    • 1 -Day 21–25 Data cleaning (missing values, duplicates, outliers).mp4 (100.9 MB)
    • 2 -Day 26–30 Feature engineering (encoding, scaling, transformations).mp4 (93.2 MB)
    • 3 -Day 31–35 Exploratory Data Analysis (EDA) with case studies.mp4 (89.4 MB)
    • 4 - Hands on Lab 2.html (0.1 KB)
    • 4 -Hands on lab 2.pdf (109.0 KB)
    3 - Phase 3 Machine Learning Core (Days 36–55)
    • 1 -Day 36–40 Intro to ML, traintest split, evaluation metrics.mp4 (101.6 MB)
    • 2 -Day 41–45 Regression models (Linear, Logistic, Ridge, Lasso).mp4 (115.7 MB)
    • 3 -Day 46–50 Classification models (Decision Trees, Random Forest, SVM, KNN).mp4 (103.4 MB)
    • 4 -Day 51–55 Unsupervised learning (K-Means, PCA, clustering use cases).mp4 (103.9 MB)
    • 5 - Hands on Lab 3.html (0.1 KB)
    • 5 -Hands on lab 3.pdf (90.9 KB)
    4 - Phase 4 Applied ML & Projects (Days 56–70)
    • 1 -Day 56–60 Case study — Predict customer churn (classification).mp4 (104.2 MB)
    • 2 -Day 61–65 Case study — Sales forecasting (time-series).mp4 (111.2 MB)
    • 3 -Day 66–70 Case study — Recommendation systems (collaborative filtering).mp4 (84.6 MB)
    • 4 - Hands on Lab 4.html (0.1 KB)
    • 4 -Hands on lab 4.pdf (78.9 KB)
    5 - Phase 5 Deep Learning Foundations (Days 71–85)
    • 1 -Day 71–75 Neural networks basics (perceptrons, forwardbackpropagation).mp4 (101.6 MB)
    • 2 -Day 76–80 Deep learning with TensorFlowKeras.mp4 (101.6 MB)
    • 3 -Day 81–85 Applications — Image classification (CNN), text processing (RNNLSTM).mp4 (108.7 MB)
    • 4 - Hands on Lab 5.html (0.2 KB)
    • 4 -Hands on lab 5.pdf (88.4 KB)
    6 - Phase 6 Generative AI & Advanced Applications (Days 86–95)
    • 1 -Day 86–88 Introduction to LLMs (GPT, BERT, transformers).mp4 (101.5 MB)
    • 2 -Day 89–91 Prompt engineering & fine-tuning basics.mp4 (84.3 MB)
    • 3 -Day 92–93 AI for business (automation, NLP, chatbots).mp4 (98.8 MB)
    • 4 -Day 94–95 AI in industries (aviation, healthcare, finance).mp4 (86.2 MB)
    • 5 - Hands on Lab 6.html (0.2 KB)
    • 5 -Hands on lab 6.pdf (85.8 KB)
    7 - Phase 7 Capstone & Future Path (Days 96–100)
    • 1 -Day 96–98 Capstone project — End-to-end pipeline (data → ML model → dashboardAPI.mp4 (82.0 MB)
    • 2 -Day 99 Portfolio & resume building for Data ScienceAI roles.mp4 (67.7 MB)
    • 3 -Day 100 Presentation + “Next Steps” (MLOps, advanced DL, specialized domains).mp4 (77.5 MB)
    • 4 - Hands on Lab 7.html (0.1 KB)
    • 4 -Hands on lab 7.pdf (146.6 KB)
    • Bonus Resources.txt (0.1 KB)

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