0:44
Why Overfitting and Underfitting Happen #machinelearning #datascience #overfitting #variance #bias
DataMListic
0:59
Fourier Transform Maths Explained #fouriertransform #maths #mathematics
0:12
Neural Nets Can Learn Any Function? #neuralnetworks #machinelearning #datascience #deeplearning
1:00
Gaussian (Normal) Distribution Explained #gaussian #distribution #statistics #datascience #maths
0:55
Divide By N-1 in the Variance Formula #datascience #math #machinelearning #statistics #variance
The ROC curve - select the best threshold #datascience #machinelearning #statistics #mathematics
0:26
Neural Networks on Tabular Data #datascience #machinelearning #neuralnetworks #deeplearning
Why we scale the input features #datascience #machinelearning #statistics #stats #optimization
Why we build deep neural networks #machinelearning #deeplearning #neuralnetworks #datascience
0:57
Why ResNet (Residual Connections) Works #datascience #machinelearning #deeplearning #neuralnetworks
0:50
Gaussian Mixture Models (GMMs) #datascience #normaldistribution #machinelearning #statistics
0:52
Gradient Boosting Explained #datascience #machinelearning #statistics #boosting #math
0:54
Why Batch Norm Works #machinelearning #deeplearning #neuralnetworks #datascience
AdamW Optimizer Explained #datascience #machinelearning #deeplearning #optimization
Why Naive Bayes Is Naive? #datascience #machinelearning #artificialintelligence #statistics
How does TF-IDF work? #datascience #naturallanguageprocessing #machinelearning #nlp #ml
0:48
XGBoost explained #datascience #machinelearning #statistics #xgboost #decisiontrees
Object detection: R-CNN, Fast R-CNN and Faster R-CNN #datascience #deeplearning #computervision
Low-rank adaptation (LoRA) - fine-tune large language models like ChatGPT #machinelearning #chatgpt
0:47
Mel Frequency Cepstral Coefficients (MFCC) #maths #datascience #speechrecognition #signalprocessing
Model Calibration - Estimated Error Calibration (ECE) #machinelearning #datascience #statistics #ece
0:30
ReLU Variants #machinelearning #datascience #deeplearning #neuralnetworks #artificialintelligence
Attention Mechanism Explained #machinelearning #transformers #deeplearning #datascience #nlp
0:58
P-Values Explained #datascience #machinelearning #statistics #maths #math #mathematics
Why large language models hallucinate #datascience #machinelearning #chatgpt #llama2 #deeplearning
Why we don't use the mean squared error for classification #machinelearning #datascience #stats
Brier Score Explained #machinelearning #datascience #statistics #maths
Eigendecomposition Explained #machinelearning #maths #datascience #linearalgebra #eigenvectors
0:45
KL Divergence #machinelearning #datascience #statistics #maths #deeplearning #probabilities
Prompt Engineering with random sampling and temperature #machinelearning #languagemodels #llms #gpt
Covariance Explained #statistics #datascience #machinelearning #maths #mathematics
Two Towers Architecture #machinelearning #deeplearning #statistics #maths #datascience #transformers
Spearman Correlation Explained #datascience #machinelearning #statistics #correlation #maths
0:49
Word Error Rate (WER) Explained #speechrecognition #audioprocessing #datascience #machinelearning
Stable Diffusion dreams of visiting France #stablediffusion #generativeai #generativeart
RCNN Explained #objectdetection #computervision #machinelearning #deeplearning
Fast RCNN Explained #computervision #objectdetection #deeplearning #machinelearning
Faster RCNN Explained #rcnn #objectdetection #computervision #datascience #machinelearning
Hyperparameters search - grid search vs random search #machinelearning #datanalysis #datascience
Byte-Pair Encoding (BPE) Tokenizer #machinelearning #datascience #naturallanguageprocessing #nlp
YOLO Explained #machinelearning #datascience #deeplearning #objectdetection #computervision
The Hungarian Algorithm #computervision #machinelearning #algorithms #datascience
Sliding Window Attention #machinelearning #datascience #naturallanguageprocessing #llms #attention
BART Model Explained #machinelearning #datascience #bart #transformer #attentionmechanism
0:51
BLEU Score Explained #machinelearning #translation #bleu #nlp
ROUGE Score Explained #machinelearning #datascience #summarization #nlp #rouge
Singular Value Decomposition (SVD) Explained #machinelearning #datascience #linearalgebra #stats
0:43
Hierarchical Navigable Small Worlds (HNSW) Explained #machinelearning #datascience #vectordatabase
AI Reading List - Item 1 #machinelearning #datascience #readinglist #ai #education #deeplearning
AI Reading List - Part 2 #artificialintelligence #datascience #deeplearning #machinelearning
AI Reading List - Part 3 #deeplearning #machinelearning #datascience #artificialintelligence
AI Reading List - Part 4 #deeplearning #datascience #machinelearning #artificialintelligence
AI Reading List -Item 5 #deeplearning #ailearning #machinelearning #datascience
Linear Regression vs Maximum Likelihood #machinelearning #statistics #datascience
Joint, Marginal and Conditional Probability Explained #machinelearning #datascience #statistics
Covariance Matrix Explained #datascience #machinelearning #statistics #maths
AI Reading List - Item 6 #datascience #machinelearning #deeplearning #statistics #neuralnetworks
Independent T-Test Explained #statistics #maths #datascience #dataanalytics #machinelearning
Dependent t-test #statistics #maths #datascience #machinelearning
One Sample t-test #maths #statistics #datascience #machine learning #stats
Poisson Distribution Explained #maths #education #datascience #statistics #stats
L1 vs L2 Regularization Explained #machinelearning #datascience #statistics
0:38
Why regularization works? #maths #datascience #machinelearning #regularization #ai
0:56
T-Test vs Z-Test #maths #statistics #datascience #machinelearning #stats
Confidence Intervals - Explained #datascience #statistics #maths #machinelearning #stats #ds #ml
Overfitting vs Underfitting - Explained #datascience #statisticaldata #machinelearning #ds #ml #ai
Why L1 regularization produces sparse weights #datascience #machinelearning #statistics
Content-Based Recommender Systems - Explained #datascience #machinelearning #statistics
Collaborative Filtering Recommender Systems - Explained #datascience #machinelearning #recommender
Matrix Factorization - Recommender Systems #datascience #machinelearning #recommender #maths
Dropout in Neural Networks #neuralnetworks #machinelearning #datascience #maths #dataanlysis
Weights Initialization #datascience #machinelearning #dataanlysis #maths #neuralnetworks
Cross-Entropy Explained #datascience #machinelearning #statistics #dataanlysis
Common Issues in Recommender Systems #datascience #machinelearning #statistics
0:53
Multi-Head Attention (MHA), Multi-Query Attention (MQA), Grouped-Query Attention (GQA) #transformers
1:01
Curse of Dimensionality - Explained #machinelearning #datascience #statistics #dataanlysis #maths
The Kernel Trick - Explained #datascience #machinelearning #statistics #dataanlysis
The RBF Kernel (w/ caps) #machinelearning #datascience #statistics #mathematics
Bayesian Optimization - Explained #datascience #machinelearning #dataanlysis #statistics
1:38
Bayesian Optimization - Intro #datascience #statistics #machinelearning #dataanlysis #maths
1:06
Gaussian Processes - Explained #machinelearning #statistics #maths #datascience
1:47
Kernel Trick - Non-linear transformations #machinelearning #datascience #statistics #dataanlysis
1:41
Cross-Entropy #machinelearning #datascience
1:32
variational inference intro #machinelearning #datascience #statistics
1:25
vector database search #machinelearning #datascience #computerscience
2:37
gaussian distribution #mathematics #shorts
1:29
hierarchical navigable small worlds #machinelearning #datascience #computerscience
1:09
t-SNE - explained #machinelearning #datascience #statistics #deeplearning
types of z-tests #statistics #mathematics #datascience
1:35
gamma function #mathematics #maths #statistics #datascience
1:57
forward-backward algorithm #machinelearning #datascience #statistics #ml
1:12
degrees of freedom #maths #statistics #machinelearning #datascience
2:07
dof - mean and residuals #maths #statistics #datascience
1:24
central limit theorem #maths #statistics #datascience
1:23
gaussian processes #maths #datascience #machinelearning #statistics
1:28
gp - prior and posterior #maths #statistics #datascience #machinelearning
1:37
gps - kernel functiona #maths #statistics #machinelearning #datascience
ELBO derivation #maths #machinelearning #datascience #statistics
lagrange multipliers #maths #statistics #machinelearning #datascience
acquisition functions #datascience #machinelearning #statistics
approximate pi #maths #statistics #datascience
1:18
acquisition functions in bayesian optimization #maths #datascience #machinelearning
1:36
hyperparameters tuning - bayesian optimization #datascience #machinelearning #statistics
bernoulli distribution #maths #statistics #datascience
1:42
binomial distribution #maths #statistics #datascience #machinelearning
1:30
linear regression #maths #machinelearning #datascience #statistics
taylor series #mathematics #statistics #datascience #machinelearning
categorical distribution #maths #statistics #mathematics #datascience
multinomial distribution #maths #statistics #mathematics #datascience
1:19
gradient descent #mathematics #statistics #datascience #machinelearning
2:04
taylor series - step by step #maths #datascience #machinelearning
2:08
bayes theorem #maths #statistics #machinelearning #datascience
2:13
bayes theorem equation #maths #statistics #mathematics #datascience
0:21
fourier series - square wave #maths #statistics #datascience
1:48
mcmc - intro #maths #statistics #datascience #machinelearning
0:19
fourier series - sawtooth function #maths #mathematics #statistics #datascience
2:36
feature normalization #maths #statistics #machinelearning #datascience
beta distribution - explained #statistics #machinelearning #mathematics #maths #datascience
dirichlet distribution #maths #statistics #datascience #machinelearning
2:03
accept-reject sampling #maths #statistics #mathematics #datascience #machinelearning
1:34
kernel density estimation #maths #statistics #datascience #machinelearning
