Канал: MLWorks

DSPy | Programming On Foundation Models | RAG | MultiHop-Search | CoT

DSPy | Programming On Foundation Models | RAG | MultiHop-Search | CoT

System Design Basics: Back Of The Envelope Estimation

System Design Basics: Back Of The Envelope Estimation

System Design Basics: Logging, Metrics, and Automation

System Design Basics: Logging, Metrics, and Automation

System Design Basics: Database Scaling

System Design Basics: Database Scaling

System Design Basics: Message Queue

System Design Basics: Message Queue

System Design Basics: Data Centers

System Design Basics: Data Centers

System Design Basics: Stateless vs Stateful Applications

System Design Basics: Stateless vs Stateful Applications

System Design Basics: Content Delivery Network

System Design Basics: Content Delivery Network

System Design Basics: Cache

System Design Basics: Cache

System Design Basics: Load Balancing & Database Replication

System Design Basics: Load Balancing & Database Replication

System Design Basics: Database, Server, and Scaling

System Design Basics: Database, Server, and Scaling

RAG: Retrieval Augmented Generation | Things to know while building RAG systems

RAG: Retrieval Augmented Generation | Things to know while building RAG systems

Embedding Quantization Using Sentence Transformers: Speed Up Retrievel & Reduce Latency and Cost.

Embedding Quantization Using Sentence Transformers: Speed Up Retrievel & Reduce Latency and Cost.

Fine-Tuning Wav2Vec2 using HuggingFace | Audio Classification

Fine-Tuning Wav2Vec2 using HuggingFace | Audio Classification

Agents With Multiple Tools | Cohere and Langchain

Agents With Multiple Tools | Cohere and Langchain

Evaluating Summarization With Cohere | Completeness, Conciseness, and Correctness

Evaluating Summarization With Cohere | Completeness, Conciseness, and Correctness

NLU Techniques | Language Understanding Using Cohere and UMAP

NLU Techniques | Language Understanding Using Cohere and UMAP

Building ChatBot using Streamlit and cohere | Step-by-step Guide to building chatbot

Building ChatBot using Streamlit and cohere | Step-by-step Guide to building chatbot

Function Calling With LLMs | Cohere, Tools, and Tasks.

Function Calling With LLMs | Cohere, Tools, and Tasks.

LLM Observability Using Phoenix, Cohere, HuggingFace & Langchain

LLM Observability Using Phoenix, Cohere, HuggingFace & Langchain

Prompt Tuning with PEFT: A Fast and Cost-Effective effective training mechanism

Prompt Tuning with PEFT: A Fast and Cost-Effective effective training mechanism

Text and Image Retrieval Using Embeddings

Text and Image Retrieval Using Embeddings

End-to-End RAG implementation using Langchain with Zephyr-7b

End-to-End RAG implementation using Langchain with Zephyr-7b

Getting started with Gemma Model | Large Language Model | HuggingFace

Getting started with Gemma Model | Large Language Model | HuggingFace

RAG with HuggingFace + FAISS + Langchain | Retrievel Augmented Generation

RAG with HuggingFace + FAISS + Langchain | Retrievel Augmented Generation

Fine-Tuning BERT using Tensorflow | Sentiment Classification

Fine-Tuning BERT using Tensorflow | Sentiment Classification

Anomaly Detection Using Autoencoders | Tensorflow | Keras

Anomaly Detection Using Autoencoders | Tensorflow | Keras

Image Denoising | Convolutional Autoencoder #deeplearning #autoencoder

Image Denoising | Convolutional Autoencoder #deeplearning #autoencoder

Autoencoder | Building Simple Autoencoder using Tensorflow #autoencoder #deep learning

Autoencoder | Building Simple Autoencoder using Tensorflow #autoencoder #deep learning

Encoder-Decoder Architecture #shorts

Encoder-Decoder Architecture #shorts

Breakdown LLMs #shorts #llms #chatgpt

Breakdown LLMs #shorts #llms #chatgpt

Reading CSV, Parquet, and ORC with cuDF, Dask_cuDF, Pandas | Performance Benchmarking

Reading CSV, Parquet, and ORC with cuDF, Dask_cuDF, Pandas | Performance Benchmarking

Question Answering with Roberta and MLM

Question Answering with Roberta and MLM

Understanding LLMs and Building Text Summarizers using HuggingFace🤗

Understanding LLMs and Building Text Summarizers using HuggingFace🤗

Why CuDF over Pandas?

Why CuDF over Pandas?

cuDF: How to work with Multi-Index and Missing Data

cuDF: How to work with Multi-Index and Missing Data

Exploring cuDF - Running Data Analysis on GPU

Exploring cuDF - Running Data Analysis on GPU

Dask Bag | Map, Filter, Frequencies, etc | Chaining Functions

Dask Bag | Map, Filter, Frequencies, etc | Chaining Functions

Dask Delayed | How to parallelize code using Dask Delayed

Dask Delayed | How to parallelize code using Dask Delayed

Dask Distributed | Distributed Computing In Python

Dask Distributed | Distributed Computing In Python

Dask vs Pandas | How are the CPU cores utilized?

Dask vs Pandas | How are the CPU cores utilized?

Dask: Distributed Computing Framework | Parallel Computing In Python

Dask: Distributed Computing Framework | Parallel Computing In Python

Regularization in Machine Learning: How to Avoid Overfitting

Regularization in Machine Learning: How to Avoid Overfitting

Scaling In Machine Learning | How to improve ML performance using scaling.

Scaling In Machine Learning | How to improve ML performance using scaling.

Feature Selection Strategies | Machine Learning

Feature Selection Strategies | Machine Learning

What is Standard Deviation and How it is useful in Machine Learning?

What is Standard Deviation and How it is useful in Machine Learning?

Forward Feature Selection Using MLExtension | Feature Selection Strategy

Forward Feature Selection Using MLExtension | Feature Selection Strategy

Precision | Evaluation Metric | Machine Learning #shorts

Precision | Evaluation Metric | Machine Learning #shorts

Recall | Evaluation Metric | Machine Learning #shorts

Recall | Evaluation Metric | Machine Learning #shorts

Which is better Pandas or Polars? | Performance | #shorts

Which is better Pandas or Polars? | Performance | #shorts

TP, TF, FP, FN | Confusion Matrix #shorts

TP, TF, FP, FN | Confusion Matrix #shorts

Lazypredict | Data Science Library | Quick Experimentation & Evaluation #shorts

Lazypredict | Data Science Library | Quick Experimentation & Evaluation #shorts

Python Profiling | time and line_profiler #shorts

Python Profiling | time and line_profiler #shorts

Python Debugging | PDB #shorts

Python Debugging | PDB #shorts

🚀 Five Linux Commands Part - I #shorts

🚀 Five Linux Commands Part - I #shorts

Remove Background from an Image | Python Rembg #shorts

Remove Background from an Image | Python Rembg #shorts

Python Collections | Python Counter #shortsfeed #shorts

Python Collections | Python Counter #shortsfeed #shorts

Numpy arange, padding, mean #shorts

Numpy arange, padding, mean #shorts

Python Seaborn | catplot, lmplot, scatterplot #shorts #datavisualization

Python Seaborn | catplot, lmplot, scatterplot #shorts #datavisualization

Python Shutil • File Handling #shorts

Python Shutil • File Handling #shorts

Python List | Adding elements to lists | append, extend, and plus operator #shorts

Python List | Adding elements to lists | append, extend, and plus operator #shorts

Numpy Distribution | Normal, Binomial, Uniform | Python Tips #numpy #shorts

Numpy Distribution | Normal, Binomial, Uniform | Python Tips #numpy #shorts

Python **kwargs | Variable Length Keyword Arguments #shorts

Python **kwargs | Variable Length Keyword Arguments #shorts

Python *args | Variable Length Arguments #shorts

Python *args | Variable Length Arguments #shorts

Python Lists | Append and Sorted #pythonprogramming

Python Lists | Append and Sorted #pythonprogramming

Python List | Pop and Insert #shorts

Python List | Pop and Insert #shorts

Python Itertools #shorts

Python Itertools #shorts

Python Chainmap | Collections | Dictionary Objects #shorts #pythonprogramming

Python Chainmap | Collections | Dictionary Objects #shorts #pythonprogramming

Python | Matplotlib Subplots #shorts #datavisualization

Python | Matplotlib Subplots #shorts #datavisualization

Python Seaborn | Data Visualization | Dist, KDE, Scatter, Count Plot #shorts

Python Seaborn | Data Visualization | Dist, KDE, Scatter, Count Plot #shorts

Python Seaborn | Data Visualization | Jointplot, Pairplot, Heatmap #shorts #datavisualization

Python Seaborn | Data Visualization | Jointplot, Pairplot, Heatmap #shorts #datavisualization

Python Matplotlib | Scatterplot Histogram, Line and Bar plot #shorts

Python Matplotlib | Scatterplot Histogram, Line and Bar plot #shorts

Python Matplotlib Subplots | Horizontal and Vertical Stack Plots #shorts #matplotlib

Python Matplotlib Subplots | Horizontal and Vertical Stack Plots #shorts #matplotlib

Python Matplotlib | Box, Barh, Stack plots #shorts

Python Matplotlib | Box, Barh, Stack plots #shorts

Python's Difflib | Finding the difference between datatypes

Python's Difflib | Finding the difference between datatypes

Numpy Arrays, arange, zeros, ones, identity Matrix #shorts

Numpy Arrays, arange, zeros, ones, identity Matrix #shorts

Python Difflib | Sequence Matching, Close matches, etc #shorts

Python Difflib | Sequence Matching, Close matches, etc #shorts

Python Collections | Deque #shorts #deque

Python Collections | Deque #shorts #deque

Python XML | Parsing, Tags, Text, Find | canva #shorts

Python XML | Parsing, Tags, Text, Find | canva #shorts

Python Json Module | Load, Loads, Dump, Dumps | #shorts #pythonprogramming

Python Json Module | Load, Loads, Dump, Dumps | #shorts #pythonprogramming

Create posts and notes using ChatGPT #chatgpt

Create posts and notes using ChatGPT #chatgpt

Create MCQs Using ChatGPT #chatgpt #chatgptprompts

Create MCQs Using ChatGPT #chatgpt #chatgptprompts

Numpy I Matrix | Identity Matrix | Min and Max #shorts

Numpy I Matrix | Identity Matrix | Min and Max #shorts

🚀 Tool Tip V | Building Smart Presentations | Beautiful-AI | #shorts

🚀 Tool Tip V | Building Smart Presentations | Beautiful-AI | #shorts

🐼Pandas | Index, Set Index, Reindex | Python Tips #shorts #pythonprogramming

🐼Pandas | Index, Set Index, Reindex | Python Tips #shorts #pythonprogramming

🚀 Tool Tip IV | Keywordtool.io | #seo #shorts

🚀 Tool Tip IV | Keywordtool.io | #seo #shorts

Numpy Datetime | Find Business Day Using Numpy #shorts

Numpy Datetime | Find Business Day Using Numpy #shorts

🚀 Tool Tip III | Descript | Record, Transcribe, and Edit Videos #shorts

🚀 Tool Tip III | Descript | Record, Transcribe, and Edit Videos #shorts

Pandas Melt Function | Read Json, HTML #shorts #pandas

Pandas Melt Function | Read Json, HTML #shorts #pandas

🚀 Tool Tip II | Download free video footage | coverr.co #shorts

🚀 Tool Tip II | Download free video footage | coverr.co #shorts

How to read, write, and extract a zipfile in python? #shorts

How to read, write, and extract a zipfile in python? #shorts

Numpy Logical Operations | Python Tips #shorts

Numpy Logical Operations | Python Tips #shorts

Union, Intersection and more | Numpy Exercise Part-III | Python Tips | #shorts

Union, Intersection and more | Numpy Exercise Part-III | Python Tips | #shorts

Numpy | Split an array into subarray #shorts

Numpy | Split an array into subarray #shorts

Python Tips | Numpy Simple Operations | Vectors #shorts

Python Tips | Numpy Simple Operations | Vectors #shorts

Numpy: Moveaxis, rollaxis, and swapaxes #shorts

Numpy: Moveaxis, rollaxis, and swapaxes #shorts

Numpy Concatenate | Combine Numpy Arrays #shorts

Numpy Concatenate | Combine Numpy Arrays #shorts

Python Tips | Numpy Methods | Numpy Functions #shorts #pythonprogramming #numpy

Python Tips | Numpy Methods | Numpy Functions #shorts #pythonprogramming #numpy

Numpy Methods | Numpy Functions #shorts #numpy #numpytutorial

Numpy Methods | Numpy Functions #shorts #numpy #numpytutorial

Numpy Store, Load, and Compress | Python Tips #shorts

Numpy Store, Load, and Compress | Python Tips #shorts

Python Tips | Numpy Slicing and Dicing #shorts

Python Tips | Numpy Slicing and Dicing #shorts

Numpy Arithmetic Operations | Python Tips | Numpy Part-II #shorts

Numpy Arithmetic Operations | Python Tips | Numpy Part-II #shorts

Magic Commands | Python | Jupyter Notebook #shorts

Magic Commands | Python | Jupyter Notebook #shorts

🚀Getting started with Numpy Part-I #shorts

🚀Getting started with Numpy Part-I #shorts

🚀 Python Tips | Web Scraping Using BeautifulSoup and requests

🚀 Python Tips | Web Scraping Using BeautifulSoup and requests

Generate Images Using Diffusion Model #shorts

Generate Images Using Diffusion Model #shorts

🗣→🔤, Speech to Text using openai-whisper #shorts

🗣→🔤, Speech to Text using openai-whisper #shorts

🚀 Five Linux Commands Part-VII

🚀 Five Linux Commands Part-VII

🚀 Five Linux Commands - Part VI #shorts

🚀 Five Linux Commands - Part VI #shorts

🚀 Five Linux Commands Part - V #shorts

🚀 Five Linux Commands Part - V #shorts

🚀 Five Linux Commands Part-IV #shorts

🚀 Five Linux Commands Part-IV #shorts

🚀 Five Linux Commands Part-III #shorts

🚀 Five Linux Commands Part-III #shorts

🚀 Extract text from image using OCR #shorts

🚀 Extract text from image using OCR #shorts

🚀Five Linux Commands Part-II #shorts

🚀Five Linux Commands Part-II #shorts

🚀 Building Simple Classifier Using Sklearn #shorts

🚀 Building Simple Classifier Using Sklearn #shorts

🐼Python Tips | Pandas and Plotting #shorts

🐼Python Tips | Pandas and Plotting #shorts

🐍Python String Methods #shorts

🐍Python String Methods #shorts

🐼Python Tips | Pandas Binning, Outlier, Sampling #shorts

🐼Python Tips | Pandas Binning, Outlier, Sampling #shorts

How to build Machine Learning Profile In 2023 !!! #shorts

🐼Pandas and SQL | Python Tips #shorts

🐼Pandas and SQL | Python Tips #shorts

🚀 Tool Tip I | Building Online Website #shorts

🚀 Tool Tip I | Building Online Website #shorts

🐼Python Tips | Pandas Reading CSV #shorts

🐼Python Tips | Pandas Reading CSV #shorts

🐼Python Tips | Pandas Sort, Rank, Applymap #shorts

🐼Python Tips | Pandas Sort, Rank, Applymap #shorts

🐼Python Tips | Pandas Arithmetic Operations #shorts

🐼Python Tips | Pandas Arithmetic Operations #shorts

🐼Python | Pandas Drop, Dropna, Drop Duplicates #shorts #pandas

🐼Python | Pandas Drop, Dropna, Drop Duplicates #shorts #pandas

🐼Python Tips | Pandas Correlation and Covariance #shorts

🐼Python Tips | Pandas Correlation and Covariance #shorts

🐼Pandas Hierarchial Indexing | Data Analysis #shorts

🐼Pandas Hierarchial Indexing | Data Analysis #shorts

🐍Python | String Date into Datetime format #shorts

🐍Python | String Date into Datetime format #shorts

🐼Pandas Hierarchial indexing | Python Tips #shorts

🐼Pandas Hierarchial indexing | Python Tips #shorts

🐼Pandas Handling Missing Data #shorts

🐼Pandas Handling Missing Data #shorts

🐼Pandas Map-Loc-Lambda #shorts

🐼Pandas Map-Loc-Lambda #shorts

🐼Pandas Random Tips #shorts

🐼Pandas Random Tips #shorts

🐼Iterate Pandas Dataframe #shorts

🐼Iterate Pandas Dataframe #shorts

🧱 Getting Started With Yellowbrick | Visualization Library | Making Visualization Easier

🧱 Getting Started With Yellowbrick | Visualization Library | Making Visualization Easier

🐼Pandas Concat | Python Programming #shorts

🐼Pandas Concat | Python Programming #shorts

🐼Pandas - Date Range #shorts

🐼Pandas - Date Range #shorts

🐼How to merge two dataframe | Pandas Merge #shorts

🐼How to merge two dataframe | Pandas Merge #shorts

🐼How to perform groupby in Pandas | Pandas Groupby | Python Programming #shorts

🐼How to perform groupby in Pandas | Pandas Groupby | Python Programming #shorts

🦸Learning PyTorch By Building | Linear Regression

🦸Learning PyTorch By Building | Linear Regression

🐼Python Tips | Pandas Daily Functions #shorts

🐼Python Tips | Pandas Daily Functions #shorts

🐼Pandas Library | Assign and Query Functions #pythonprogramming #shorts

🐼Pandas Library | Assign and Query Functions #pythonprogramming #shorts

🐼Pandas loc function | Python Programming #shorts #pythonprogramming #pandas

🐼Pandas loc function | Python Programming #shorts #pythonprogramming #pandas

📈Implementing Linear Regression Using Numpy #machinelearning

📈Implementing Linear Regression Using Numpy #machinelearning

🐼Pandas iloc function | Python Programming #shorts #pythonprogramming #pandas

🐼Pandas iloc function | Python Programming #shorts #pythonprogramming #pandas

🐍Playing With Python Dictionary #shorts #pythonprogramming

🐍Playing With Python Dictionary #shorts #pythonprogramming

🐍Filter and Reduce | Python Tips #shorts #pythonprogramming

🐍Filter and Reduce | Python Tips #shorts #pythonprogramming

🐍Map-Lambda In Python | Python Tips #shorts #pythonprogramming

🐍Map-Lambda In Python | Python Tips #shorts #pythonprogramming

🐍Python Tips | List Insertion and Manipulation #shorts #pythonprogramming

🐍Python Tips | List Insertion and Manipulation #shorts #pythonprogramming

🐍Random Python Tip | Python Programming #shorts

🐍Random Python Tip | Python Programming #shorts

🐍Random Python Tips | Python Programming #shorts #pythonprogramming

🐍Random Python Tips | Python Programming #shorts #pythonprogramming

What happens when you search google.com? #shorts

What happens when you search google.com? #shorts

🐍Python Tips | Counter With Different Data Structures #shorts

🐍Python Tips | Counter With Different Data Structures #shorts

🐍Python Tips | Deepcopy vs Copy #shorts #pythonprogramming

🐍Python Tips | Deepcopy vs Copy #shorts #pythonprogramming

🐍Python tips | String Methods #shorts

🐍Python tips | String Methods #shorts

🐍Redefine Python Operator, __lt__ #shorts

🐍Redefine Python Operator, lt #shorts

Image Clustering Using CLIP | Finding Similar Images | Sentence Transformer

Image Clustering Using CLIP | Finding Similar Images | Sentence Transformer

Jupyter Notebook | Magic Command - II #shorts

Jupyter Notebook | Magic Command - II #shorts

Python List Slice & Dice - II #shorts

Python List Slice & Dice - II #shorts

Python List Slice & Dice - I #shorts

Python List Slice & Dice - I #shorts

Playing With Python List - I #shorts #shortvideo

Playing With Python List - I #shorts #shortvideo

Rule Based Programming Vs Machine Learning Programming #shorts

Rule Based Programming Vs Machine Learning Programming #shorts

Python Dict and DefaultDict #shorts

Python Dict and DefaultDict #shorts

Sentence Transformer | Generate Embedding | Pretrained Models

Sentence Transformer | Generate Embedding | Pretrained Models

How to manipulate String in Python? II #shorts

How to manipulate String in Python? II #shorts

How to manipulate string in Python? #shorts

How to manipulate string in Python? #shorts

Five Websites For Machine Learning and Deep Learning

Five Websites For Machine Learning and Deep Learning

Python Tutorial | Variables | DataTypes | Data Structure | Implementation

Python Tutorial | Variables | DataTypes | Data Structure | Implementation

The First Rule Of Machine Learning. #shorts

The First Rule Of Machine Learning. #shorts

Getting Started With Python | Variables, Datatypes, Data Structures | Python Tutorial

Getting Started With Python | Variables, Datatypes, Data Structures | Python Tutorial

Implement Sigmoid Function using Numpy #shorts

Implement Sigmoid Function using Numpy #shorts

Playing with Python Lists Part-I. #shorts

Playing with Python Lists Part-I. #shorts

Find the min-max of a dictionary object. #shorts

Find the min-max of a dictionary object. #shorts

How to create a virtual environment? #shorts

How to create a virtual environment? #shorts

Find the common key and value in a dict object. #shorts

Find the common key and value in a dict object. #shorts

Working With Python Dictionary | Python Implementation III | Practice Python

Working With Python Dictionary | Python Implementation III | Practice Python

Must know #Magic Commands for Jupyter Notebook.

Must know #Magic Commands for Jupyter Notebook.

How to load Kaggle Dataset in Google Colab?

How to load Kaggle Dataset in Google Colab?

How to use Google Colab for Machine Learning?

How to use Google Colab for Machine Learning?

How to create virtual environment? | Python Implementation II

How to create virtual environment? | Python Implementation II

Understanding what, why, how of Virtual environment | Python Theory II

Understanding what, why, how of Virtual environment | Python Theory II

Exploring Pandas - Tutorial - II

Exploring Pandas - Tutorial - II

Getting Started With Pandas - Tutorial - I

Getting Started With Pandas - Tutorial - I

Computer Vision Basics - Tutorial - IV

Computer Vision Basics - Tutorial - IV

Computer Vision Basics - Tutorial - III

Computer Vision Basics - Tutorial - III

Computer Vision Basics - Tutorial - II

Computer Vision Basics - Tutorial - II

Getting Started With Computer Vision - Tutorial - I

Getting Started With Computer Vision - Tutorial - I

Different Types of Data in ML

Different Types of Data in ML

Unsupervised Learning and its task types - Tutorial - 3

Unsupervised Learning and its task types - Tutorial - 3

Supervised Learning and its Algorithms - Tutorial - 2

Supervised Learning and its Algorithms - Tutorial - 2

Getting Started With Machine Learning - Tutorial - I

Getting Started With Machine Learning - Tutorial - I

NLP and Text Processing Using Polyglot

NLP and Text Processing Using Polyglot

NLP and Text Processing Using NLTK

NLP and Text Processing Using NLTK

NLP and Text Processing Using spaCy

NLP and Text Processing Using spaCy

NLP and Text Processing Using TextBlob

NLP and Text Processing Using TextBlob

Implementing PCA Using NumPy

Implementing PCA Using NumPy

Implementing K-Means Clustering Using NumPy

Implementing K-Means Clustering Using NumPy

Implementing Naive Bayes Using NumPy

Implementing Naive Bayes Using NumPy

Implementing SVM Classifier Using NumPy

Implementing SVM Classifier Using NumPy

Implementing K-Nearest Neighbor Using NumPy

Implementing K-Nearest Neighbor Using NumPy

Implementing Logistic Regression Using Numpy

Implementing Logistic Regression Using Numpy