Data Structures, Algorithms, and Machine Learning Optimization---  Coursesghar
    
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                    - 8.6 Gradient Descent from Scratch with PyTorch-1_b9c5to06.mp4  942.9 MB
 
                
                    - 4.4 Quick Sort-1_alqbo35e.mp4  841.0 MB
 
                
                    - 4.3 Merge Sort-1_bvp4hwmr.mp4  837.9 MB
 
                
                    - 4.1 Binary Search-1_sgp6ncjp.mp4  661.7 MB
 
                
                    - 8.8 Stochastic Gradient Descent-1_4ugi2e0l.mp4  596.1 MB
 
                
                    - 6.2 Decision Trees-1_a1kf47jd.mp4  581.7 MB
 
                
                    - 2.6 Best versus Worst Case-1_3s3zu6v7.mp4  574.0 MB
 
                
                    - 8.1 Statistics versus Machine Learning-1_ryhdp03c.mp4  558.0 MB
 
                
                    - 8.9 Learning Rate Scheduling-1_rbn74jj8.mp4  480.8 MB
 
                
                    - 4.2 Bubble Sort-1_0rciok4o.mp4  399.8 MB
 
                
                    - 8.2 Objective Functions-1_mfqn5miw.mp4  389.7 MB
 
                
                    - 8.4 Mean Squared Error-1_2ijm8zs5.mp4  384.5 MB
 
                
                    - 6.4 XGBoost - Gradient-Boosted Trees-1_nqqqkuut.mp4  360.5 MB
 
                
                    - 2.2 Constant Time-1_mvmme7tc.mp4  328.2 MB
 
                
                    - 2.1 Introduction-1_3m8jqstj.mp4  321.8 MB
 
                
                    - 6.3 Random Forests-1_tdzchlbt.mp4  316.7 MB
 
                
                    - 7.3 DAGs - Directed Acyclic Graphs-1_6e7vwpti.mp4  309.5 MB
 
                
                    - 5.3 Hash Functions-1_69rzqd81.mp4  303.6 MB
 
                
                    - 1.2 A Brief History of Data-1_2b15gjsa.mp4  289.2 MB
 
                
                    - 2.3 Linear Time-1_lbtul2fd.mp4  272.0 MB
 
                
                    - 3.2 Arrays-1_ng1ex7u7.mp4  268.7 MB
 
                
                    - 9.4 Adaptive Optimizers-1_iiaajhex.mp4  257.7 MB
 
                
                    - 8.7 Critical Points-1_dqtjm5pa.mp4  230.9 MB
 
                
                    - 9.5 Congratulations and Next Steps-1_2f5dvgbj.mp4  224.4 MB
 
                
                    - 9.1 Jacobian Matrices-1_locjc786.mp4  218.9 MB
 
                
                    - Data Structures, Algorithms, and Machine Learning Optimization - Introduction-1_obd37x4i.mp4  209.4 MB
 
                
                    - 3.7 Deques-1_qiae1dix.mp4  206.0 MB
 
                
                    - 2.4 Polynomial Time-1_azvfdac9.mp4  197.9 MB
 
                
                    - 5.4 Collisions-1_hueopo2v.mp4  195.4 MB
 
                
                    - 5.1 Maps and Dictionaries-1_jlghq9fx.mp4  184.8 MB
 
                
                    - 5.7 String Keys-1_9yrxbkmz.mp4  177.1 MB
 
                
                    - 8.5 Minimizing Cost with Gradient Descent-1_6csagyw7.mp4  161.0 MB
 
                
                    - 8.3 Mean Absolute Error-1_o25rl6gv.mp4  151.6 MB
 
                
                    - 6.1 Introduction-1_vige31cl.mp4  148.5 MB
 
                
                    - 2.5 Common Runtimes-1_oc6ntre1.mp4  146.5 MB
 
                
                    - 5.8 Hashing in ML-1_hd4ofvqr.mp4  129.9 MB
 
                
                    - 3.5 Stacks-1_km4ks6ba.mp4  124.7 MB
 
                
                    - 5.2 Sets-1_1fu7r32o.mp4  114.8 MB
 
                
                    - 9.3 Momentum-1_2t8nos0w.mp4  113.8 MB
 
                
                    - 9.2 Second-Order Optimization and Hessians-1_p3snmxzz.mp4  112.0 MB
 
                
                    - 5.6 Hash Maps-1_xgfoxj80.mp4  108.4 MB
 
                
                    - 1.3 A Brief History of Algorithms-1_t7p43t0a.mp4  108.3 MB
 
                
                    - 5.5 Load Factor-1_1o6rzf14.mp4  98.8 MB
 
                
                    - 3.3 Linked Lists-1_9mdvvbl1.mp4  96.9 MB
 
                
                    - 8.10 Maximizing Reward with Gradient Ascent-1_sjmahkxl.mp4  87.1 MB
 
                
                    - 1.1 Orientation to the Machine Learning Foundations Series-1_j225u2zw.mp4  85.2 MB
 
                
                    - 1.4 Applications to Machine Learning-1_0mwik9nq.mp4  81.3 MB
 
                
                    - 3.1 Lists-1_xq8t62k3.mp4  76.6 MB
 
                
                    - 6.5 Additional Concepts-1_pe96vxli.mp4  72.8 MB
 
                
                    - 7.1 Introduction-1_zrs05h1z.mp4  71.8 MB
 
                
                    - 3.6 Queues-1_fb1syknh.mp4  66.3 MB
 
                
                    - Data Structures, Algorithms, and Machine Learning Optimization - Summary-1_c7y8c31a.mp4  60.6 MB
 
                
                    - 7.5 Bonus - Pandas DataFrames-1_0qdxrtbz.mp4  57.2 MB
 
                
                    - 7.6 Resources for Further Study of DSA-1_yotxi7qk.mp4  53.9 MB
 
                
                    - Topics-1_ojmlg5t3.mp4  47.8 MB
 
                
                    - 7.4 Additional Concepts-1_gs4yyv04.mp4  47.0 MB
 
                
                    - 3.4 Doubly-Linked Lists-1_mg3e611v.mp4  44.8 MB
 
                
                    - 7.2 Directed versus Undirected Graphs-1_8owxblcg.mp4  41.9 MB
 
                
                    - Topics-1_lnxw7w1d.mp4  39.8 MB
 
                
                    - Topics-1_14lwnrox.mp4  38.4 MB
 
                
                    - Topics-1_h8oxrxkq.mp4  33.1 MB
 
                
                    - Topics-1_9l2kqjwl.mp4  30.3 MB
 
                
                    - Topics-1_6t08jff9.mp4  28.3 MB
 
                
                    - Topics-1_k8xqbx14.mp4  25.4 MB
 
                
                    - Topics-1_il0kt54q.mp4  22.9 MB
 
                
                    - Topics-1_z0h0ef88.mp4  19.3 MB
 
                
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