Shorts
59 videos • 307 views • by DataMListic
1
Why Overfitting and Underfitting Happen #machinelearning #datascience #overfitting #variance #bias
DataMListic
Download
2
Fourier Transform Maths Explained #fouriertransform #maths #mathematics
DataMListic
Download
3
Neural Nets Can Learn Any Function? #neuralnetworks #machinelearning #datascience #deeplearning
DataMListic
Download
4
Gaussian (Normal) Distribution Explained #gaussian #distribution #statistics #datascience #maths
DataMListic
Download
5
Divide By N-1 in the Variance Formula #datascience #math #machinelearning #statistics #variance
DataMListic
Download
6
The ROC curve - select the best threshold #datascience #machinelearning #statistics #mathematics
DataMListic
Download
7
Neural Networks on Tabular Data #datascience #machinelearning #neuralnetworks #deeplearning
DataMListic
Download
8
Why we scale the input features #datascience #machinelearning #statistics #stats #optimization
DataMListic
Download
9
Why we build deep neural networks #machinelearning #deeplearning #neuralnetworks #datascience
DataMListic
Download
10
Why ResNet (Residual Connections) Works #datascience #machinelearning #deeplearning #neuralnetworks
DataMListic
Download
11
Gaussian Mixture Models (GMMs) #datascience #normaldistribution #machinelearning #statistics
DataMListic
Download
12
Gradient Boosting Explained #datascience #machinelearning #statistics #boosting #math
DataMListic
Download
13
Why Batch Norm Works #machinelearning #deeplearning #neuralnetworks #datascience
DataMListic
Download
14
AdamW Optimizer Explained #datascience #machinelearning #deeplearning #optimization
DataMListic
Download
15
Why Naive Bayes Is Naive? #datascience #machinelearning #artificialintelligence #statistics
DataMListic
Download
16
How does TF-IDF work? #datascience #naturallanguageprocessing #machinelearning #nlp #ml
DataMListic
Download
17
XGBoost explained #datascience #machinelearning #statistics #xgboost #decisiontrees
DataMListic
Download
18
Object detection: R-CNN, Fast R-CNN and Faster R-CNN #datascience #deeplearning #computervision
DataMListic
Download
19
Low-rank adaptation (LoRA) - fine-tune large language models like ChatGPT #machinelearning #chatgpt
DataMListic
Download
20
Mel Frequency Cepstral Coefficients (MFCC) #maths #datascience #speechrecognition #signalprocessing
DataMListic
Download
21
Model Calibration - Estimated Error Calibration (ECE) #machinelearning #datascience #statistics #ece
DataMListic
Download
22
ReLU Variants #machinelearning #datascience #deeplearning #neuralnetworks #artificialintelligence
DataMListic
Download
23
Attention Mechanism Explained #machinelearning #transformers #deeplearning #datascience #nlp
DataMListic
Download
24
P-Values Explained #datascience #machinelearning #statistics #maths #math #mathematics
DataMListic
Download
25
Why large language models hallucinate #datascience #machinelearning #chatgpt #llama2 #deeplearning
DataMListic
Download
26
Why we don't use the mean squared error for classification #machinelearning #datascience #stats
DataMListic
Download
27
Brier Score Explained #machinelearning #datascience #statistics #maths
DataMListic
Download
28
Eigendecomposition Explained #machinelearning #maths #datascience #linearalgebra #eigenvectors
DataMListic
Download
29
KL Divergence #machinelearning #datascience #statistics #maths #deeplearning #probabilities
DataMListic
Download
30
Prompt Engineering with random sampling and temperature #machinelearning #languagemodels #llms #gpt
DataMListic
Download
31
Covariance Explained #statistics #datascience #machinelearning #maths #mathematics
DataMListic
Download
32
Two Towers Architecture #machinelearning #deeplearning #statistics #maths #datascience #transformers
DataMListic
Download
33
Spearman Correlation Explained #datascience #machinelearning #statistics #correlation #maths
DataMListic
Download
34
Word Error Rate (WER) Explained #speechrecognition #audioprocessing #datascience #machinelearning
DataMListic
Download
35
Stable Diffusion dreams of visiting France #stablediffusion #generativeai #generativeart
DataMListic
Download
36
RCNN Explained #objectdetection #computervision #machinelearning #deeplearning
DataMListic
Download
37
Fast RCNN Explained #computervision #objectdetection #deeplearning #machinelearning
DataMListic
Download
38
Faster RCNN Explained #rcnn #objectdetection #computervision #datascience #machinelearning
DataMListic
Download
39
Hyperparameters search - grid search vs random search #machinelearning #datanalysis #datascience
DataMListic
Download
40
Byte-Pair Encoding (BPE) Tokenizer #machinelearning #datascience #naturallanguageprocessing #nlp
DataMListic
Download
41
YOLO Explained #machinelearning #datascience #deeplearning #objectdetection #computervision
DataMListic
Download
42
The Hungarian Algorithm #computervision #machinelearning #algorithms #datascience
DataMListic
Download
43
Sliding Window Attention #machinelearning #datascience #naturallanguageprocessing #llms #attention
DataMListic
Download
44
BART Model Explained #machinelearning #datascience #bart #transformer #attentionmechanism
DataMListic
Download
45
BLEU Score Explained #machinelearning #translation #bleu #nlp
DataMListic
Download
46
ROUGE Score Explained #machinelearning #datascience #summarization #nlp #rouge
DataMListic
Download
47
Singular Value Decomposition (SVD) Explained #machinelearning #datascience #linearalgebra #stats
DataMListic
Download
48
Hierarchical Navigable Small Worlds (HNSW) Explained #machinelearning #datascience #vectordatabase
DataMListic
Download
49
AI Reading List - Item 1 #machinelearning #datascience #readinglist #ai #education #deeplearning
DataMListic
Download
50
AI Reading List - Part 2 #artificialintelligence #datascience #deeplearning #machinelearning
DataMListic
Download
51
AI Reading List - Part 3 #deeplearning #machinelearning #datascience #artificialintelligence
DataMListic
Download
52
AI Reading List - Part 4 #deeplearning #datascience #machinelearning #artificialintelligence
DataMListic
Download
53
AI Reading List -Item 5 #deeplearning #ailearning #machinelearning #datascience
DataMListic
Download
54
Linear Regression vs Maximum Likelihood #machinelearning #statistics #datascience
DataMListic
Download
55
Joint, Marginal and Conditional Probability Explained #machinelearning #datascience #statistics
DataMListic
Download
56
Covariance Matrix Explained #datascience #machinelearning #statistics #maths
DataMListic
Download
57
AI Reading List - Item 6 #datascience #machinelearning #deeplearning #statistics #neuralnetworks
DataMListic
Download
58
Independent T-Test Explained #statistics #maths #datascience #dataanalytics #machinelearning
DataMListic
Download
59
Dependent t-test #statistics #maths #datascience #machinelearning
DataMListic
Download