Scaler 1

Data Scientist AI & ML May 2022 Newgen Software Consistently working hard opens doors to learning opportunities. With relentless practice, I have cleared mock interviews using skills like hashtag#word2vec, hashtag#bert, hashtag#transformer model, topic modeling, language modeling, name entity recognition (hashtag#NER), and document classification Years of experience at the time of joining Scaler 1 College Meerut Institute Of Engineering And Technology Scaler Graduation Year 2024 Pranav Raman Senior Manager AI & ML December 2021 State Street corporation I started with a clear goal in my mind, and made a commitment to devote ample time for learning. I also set micro-goals to attain. 🎯Support I sought along the way: When I heard about Scaler and their unique approach, I made the decision to enroll, and it was an amazing decision! The flexible classes and the assessment methods are helping me clear up my concepts tremendously well. Years of experience at the time of joining Scaler 13 College Mumbai University Scaler Graduation Year 2024 Arun M V Applied scientist DSML Nov21 Intermediate Qualcomm Choosing the scaler course was the best decision I have made for my career growth.Throughout my journey with scaler, it was more like a fun way to learn and develop skills. With every session, I used to be more and more curious. It never felt like a chore to attend the classes. Even after having a tiring day, I always looked forward to learning and enjoying the scaler sessions at night. Years of experience at the time of joining Scaler 1 College Sri Jayachamarajendra College Of Engineering Mysore Scaler Graduation Year 2021 Ankur Prakash Senior Data Scientist AI & ML September 2022 Milestone As someone who has been working as a software developer for almost 7 long years, I was eager to enhance my skills and strengthen my fundamentals. And, as fate would have it, Scaler was recommended to me by a friend who was already riding the wave. Years of experience at the time of joining Scaler 6 Scaler Graduation Year 2024 Vikas Malviya Data Scientist AI & ML September 2022 Cognizant Years of experience at the time of joining Scaler 14 College K.C.College of Engineering and Management Studies Scaler Graduation Year 2024 Rohit Kamra Data Scientist DSML Apr22 Intermediate Accenture When it came to working on these, I started right from the fundamentals. Scaler oriented me to a rough blueprint on which I could base progress on strong

Buy Scaler 2 now and get a free upgrade to Scaler 3 upon release in March 2025!Upgrade Eligibility: Customers who purchased Scaler 2 after 15.01.25 will receive a free upgrade to v3 upon release. Customers who purchased Scaler 1 or 2 before 14.01.25 will be eligible to purchase the upgrade upon release. Upgrade pricing will be announced in March 2025.Scaler has been re-imagined and powered up. A complete redesign, Scaler 3 takes everything that made Scaler 2 the world’s favourite music theory plugin and builds on it in ways you’d never imagined. Scaler 3 will make it easier to take new directions, solve musical puzzles, and improve your works-in-progress in completely new ways. The long-awaited successor to the multi-award-winning Scaler 2 is almost here! Stay connected through our community forum, Scaler Music YouTube channel, and mailing list for weekly feature reveals leading up to the launch. Special Offer: Purchase Scaler 2 now and receive Scaler 3 for free when it launches in March 2025. Already own Scaler 2? Upgrade pricing will be announced in March 2025.Browse, Create, Arrange. Redesigned UX/UI Scaler 3 has been fully redesigned to remain instantly familiar to Scaler 2 users, while providing a streamlined experience for newcomers. The interface is organized into three main pages: Browse, Create, and Arrange. Standalone App Scaler 3 can now run as a standalone app in addition to a plugin within any DAW, offering a complete and flexible songwriting tool. Multi-Lane Timeline The Arrange page now includes a timeline-based layout with dedicated lanes for chords, melody, bass, and phrases. Each lane is synchronized with the main chord track, and clips are fully adjustable with independent control per lane or clip. Explore Page Discover a Harmonic Universe of chords untied to any specific scale. Categorized by genre and feel (e.g., Dark, Bright, Neutral), the Explore Page suggests compatible and experimental chord progressions, unlocking new paths for unique and bold harmonic structures. Colors Page Explore a comprehensive view of all chord voicings and harmonic alternatives in a single, unified page. Instantly access parallel and relative chords, as well as diverse voicing and substitution options, to add expressivity and creative flexibility to your compositions. Motions Scaler’s beloved Phrases, Performances, Melodies, and Basslines are reimagined as Motions, now with mood-based tags for easier browsing. Scaler 3 introduces hundreds of new Motions crafted by professional musicians, including the all- new Passages Motion. Note Editing & Harmonic Modifiers A comprehensive note editing matrix allows users to customize or create new Motions. MIDI lanes can be set to follow or run independently of Chord Tracks, with new Harmonic Modifiers and Motion Controls to adjust note range, density, pitch, and clip rotation – all within the chosen scale. Expanded

Foundations. Years of experience at the time of joining Scaler 7 Scaler Graduation Year 2017 Sahil Bansal Data Scientist DSML June 22 Intermediate Tiger Analytics Scaler Academy's curriculum is truly top-notch, equipping me with the skills and confidence needed to excel in the field of data science. The hands-on projects and real-world scenarios prepared me well for the challenges ahead. Years of experience at the time of joining Scaler 4 College Chandigarh University Scaler Graduation Year 2020 Nischay Sabharwal Data Scientist DSML Apr22 Beginner Omdena I most enjoyed studying applications of data from a business perspective during this comprehensive online course with Scaler, focused chiefly around developing strong foundations. Years of experience at the time of joining Scaler 8 College Guru Gobind Singh Indraprastha University Scaler Graduation Year 2018 5. Is Scaler’s AI & Machine Learning course’s curriculum aligned with the industry? Up-to-date curriculum with the fast-evolving AI & Machine Learning Foundational concepts 7 Projects Adv. MLE & Applications 18 Projects Module - 1 Data Analysis and Visualisation 1 Months Data Analysis and Visualisation Numpy, Pandas Matplotlib Seaborn Probability Conditional Probability & Bayes Theorem Combinatorics Descriptive Statistics Probability Distributions 1 Central Limit Theorem Z-test T-test Chi-Sqaure ANOVA Correlation 1 Month Dot Products & Hyperplans Half Spaces & Distances Losses & Minimization Calculus Refresher Gradient Descent & Implementation Download Curriculum Module - 1 Traditional ML Module - 3 Time Series & Recommender System 3 Months Linear Regression Logistic Regression K-Nearest Neighbour Decision Tree Random Forest Bagging Boosting Naive Bayes SVM K-Means Hierarchical GMM DBSCAN Anomaly Detection Isolation Forest Local Outlier Factor PCA T-SNE 2-3 Month Neurons Multi-Layer Perceptron Implementing Neural Networks from Scratch Regression Classification with NN TensorFlow Keras PyTorch Model Interpretability Natural Language Processing (NLP) Word Embeddings and Representation RNNs LSTM Attention Transformers Computer Vision Object Detection Recognition Segmentation Image Embeddings 1 - 2 Months Time Series & Recommender System Time Series Data Interpolation Missing Data and Anomalies Trend Moving Average Time Series Decomposition SES DES TES DF-Test Stationarizing Autocorrelation ARIMA Family of Models SARIMA SARIMAX Prophet TimesNet Market Basket Analysis Apriori Algorithm Content-Based Recommender System Collaborative Filtering Matrix Factorization Download Curriculum Module - 2 MLops, LLMops, and ML System Design Module - 4 Reinforcement Learning 2-3 Months Transformer VAEs and GAN Architectures LLM APIs Open Source Gen AI Models with HuggingFace Speech Models Moderating Evaluating LLMs RAGs LangChain Cross Encoder Reranking MMR BM25 Advanced RAGs LLM Agents Vision Gen

Has a tiny impact on performance# When using xBRZ scaler with 'surface' output, aspect ratio correction is done by the scaler itself, so none of the above apply# 'nearest':# 'direct3d'/opengl outputs: not available, fallbacks to 'true' mode automatically# 'surface' output: scaler friendly aspect ratio correction, works by rescaling rendered image using nearest neighbor scaler# Complex scalers work. Image quality is on par with 'true' mode (and better with scalers). More CPU intensive than 'true' mode# When using xBRZ scaler with 'surface' output, aspect ratio correction is done by the scaler itself, so it fallbacks to 'true' mode# 'bilinear':# 'direct3d'/opengl outputs: not available, fallbacks to 'true' mode automatically# 'surface' output: scaler friendly aspect ratio correction, works by rescaling rendered image using bilinear scaler# Complex scalers work. Image quality is much better, should be on par with using 'direct3d' output + 'true' mode# Very CPU intensive, high end CPU may be required# When using xBRZ scaler with 'surface' output, aspect ratio correction is done by the scaler itself, so it fallbacks to 'true' mode# Possible values: false, true, 0, 1, yes, no, nearest, bilinear.# char9: Allow 9-pixel wide text mode fonts instead of 8-pixel wide fonts.# euro: Display Euro symbol instead of the specified ASCII character (33-255).# For example, setting it to 128 allows Euro symbol to be displayed instead of C-cedilla.# doublescan: If set, doublescanned output emits two scanlines for each source line, in the# same manner as the actual VGA output (320x200 is rendered as 640x400 for example).# If clear, doublescanned output is rendered at the native source resolution (320x200 as 320x200).# This affects the raster PRIOR to the software or hardware scalers. Choose wisely.# For pixel-perfect scaling (output=openglpp), it is recommended to turn this option off.# scaler: Scaler used to enlarge/enhance low resolution modes. If 'forced' is appended,# then the scaler will be used even if the result might not be desired.# To fit a scaler in the resolution used at full screen may require a border or side bars.# To fill the screen entirely, depending on your hardware, a different scaler/fullresolution might work.# Scalers should work with most output options, but they are ignored for openglpp and TrueType font outputs.# Possible values: none, normal2x, normal3x, normal4x, normal5x, advmame2x, advmame3x, advinterp2x, advinterp3x, hq2x, hq3x, 2xsai, super2xsai, supereagle, tv2x, tv3x, rgb2x, rgb3x, scan2x, scan3x, gray, gray2x, hardware_none, hardware2x, hardware3x, hardware4x, hardware5x, xbrz, xbrz_bilinear.# glshader: Path to GLSL shader source to use with OpenGL output ("none" to disable, or "default" for default shader).# Can be either an absolute path, a file in the "glshaders" subdirectory of the DOSBox-X configuration directory,# or one of the built-in shaders (e.g. "sharp" for the pixel-perfect scaling mode):# advinterp2x, advinterp3x, advmame2x, advmame3x, rgb2x, rgb3x, scan2x, scan3x, tv2x, tv3x, sharp.# pixelshader: Set Direct3D pixel shader program (effect file must be in Shaders subdirectory). If 'forced' is appended,# then the pixel shader will be used even if the result might not be desired.# autofit: Best fits image to window# - Intended for output=direct3d, fullresolution=original, aspect=true# monochrome_pal: Specify the

So none of the above apply# 'nearest':# 'direct3d'/opengl outputs: not available, fallbacks to 'true' mode automatically# 'surface' output: scaler friendly aspect ratio correction, works by rescaling rendered image using nearest neighbor scaler# Complex scalers work. Image quality is on par with 'true' mode (and better with scalers). More CPU intensive than 'true' mode# When using xBRZ scaler with 'surface' output, aspect ratio correction is done by the scaler itself, so it fallbacks to 'true' mode# 'bilinear':# 'direct3d'/opengl outputs: not available, fallbacks to 'true' mode automatically# 'surface' output: scaler friendly aspect ratio correction, works by rescaling rendered image using bilinear scaler# Complex scalers work. Image quality is much better, should be on par with using 'direct3d' output + 'true' mode# Very CPU intensive, high end CPU may be required# When using xBRZ scaler with 'surface' output, aspect ratio correction is done by the scaler itself, so it fallbacks to 'true' mode# Possible values: false, true, 0, 1, yes, no, nearest, bilinear.# char9: Allow 9-pixel wide text mode fonts instead of 8-pixel wide fonts.# euro: Display Euro symbol instead of the specified ASCII character (33-255).# For example, setting it to 128 allows Euro symbol to be displayed instead of C-cedilla.# doublescan: If set, doublescanned output emits two scanlines for each source line, in the# same manner as the actual VGA output (320x200 is rendered as 640x400 for example).# If clear, doublescanned output is rendered at the native source resolution (320x200 as 320x200).# This affects the raster PRIOR to the software or hardware scalers. Choose wisely.# For pixel-perfect scaling (output=openglpp), it is recommended to turn this option off.# scaler: Scaler used to enlarge/enhance low resolution modes. If 'forced' is appended,# then the scaler will be used even if the result might not be desired.# To fit a scaler in the resolution used at full screen may require a border or side bars.# To fill the screen entirely, depending on your hardware, a different scaler/fullresolution might work.# Scalers should work with most output options, but they are ignored for openglpp and TrueType font outputs.# Possible values: none, normal2x, normal3x, normal4x, normal5x, advmame2x, advmame3x, advinterp2x, advinterp3x, hq2x, hq3x, 2xsai, super2xsai, supereagle, tv2x, tv3x, rgb2x, rgb3x, scan2x, scan3x, gray, gray2x, hardware_none, hardware2x, hardware3x, hardware4x, hardware5x, xbrz, xbrz_bilinear.# glshader: Path to GLSL shader source to use with OpenGL output ("none" to disable, or "default" for default shader).# Can be either an absolute path, a file in the "glshaders" subdirectory of the DOSBox-X configuration directory,# or one of the built-in shaders (e.g. "sharp" for the pixel-perfect scaling mode):# advinterp2x, advinterp3x, advmame2x, advmame3x, rgb2x, rgb3x, scan2x, scan3x, tv2x, tv3x, sharp.# pixelshader: Set Direct3D pixel shader program (effect file must be in Shaders subdirectory). If 'forced' is appended,# then the pixel shader will be used even if the result might not be desired.# autofit: Best fits image to window# - Intended for output=direct3d, fullresolution=original, aspect=true# monochrome_pal: Specify the color of monochrome display.# Possible values: green, amber, gray, white# Append 'bright' for a brighter look.# Possible values: green, amber, gray, white.##

Scaler has been re-imagined and powered up. A complete redesign, Scaler 3 takes everything that made Scaler 2 the world’s favourite music theory plugin and builds on it in ways you’d never imagined. Scaler 3 will make it easier to take new directions, solve musical puzzles, and improve your works-in-progress in completely new ways. The long-awaited successor to the multi-award-winning Scaler 2 is almost here! Stay connected through our community forum, Scaler Music YouTube channel, and mailing list for weekly feature reveals leading up to the launch. Special Offer: Purchase Scaler 2 now and receive Scaler 3 for free when it launches in March 2025. Already own Scaler 2? Upgrade pricing will be announced in March 2025.Browse, Create, Arrange. Redesigned UX/UI Scaler 3 has been fully redesigned to remain instantly familiar to Scaler 2 users, while providing a streamlined experience for newcomers. The interface is organized into three main pages: Browse, Create, and Arrange. Standalone App Scaler 3 can now run as a standalone app in addition to a plugin within any DAW, offering a complete and flexible songwriting tool. Multi-Lane Timeline The Arrange page now includes a timeline-based layout with dedicated lanes for chords, melody, bass, and phrases. Each lane is synchronized with the main chord track, and clips are fully adjustable with independent control per lane or clip. Explore Page Discover a Harmonic Universe of chords untied to any specific scale. Categorized by genre and feel (e.g., Dark, Bright, Neutral), the Explore Page suggests compatible and experimental chord